{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "from utils import *\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "attention_win_size = 3\n",
    "max_N = 180\n",
    "max_T = 210\n",
    "\n",
    "def guided_attention(g=0.2):\n",
    "    W = np.zeros((max_N, max_T), dtype=np.float32)\n",
    "    for n_pos in range(W.shape[0]):\n",
    "        for t_pos in range(W.shape[1]):\n",
    "            W[n_pos, t_pos] = 1 - np.exp(-(t_pos / float(max_T) - n_pos / float(max_N)) ** 2 / (2 * g * g))\n",
    "    return W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Attention(Q, inputs, num_units, num_heads = 8, activation = None):\n",
    "    T_k = tf.shape(inputs)[1]\n",
    "    T_q = tf.shape(Q)[1]\n",
    "    K_V = tf.layers.dense(inputs, 2*num_units, activation)\n",
    "    K, V = tf.split(K_V, 2, -1)\n",
    "    Q_ = tf.concat(tf.split(Q, num_heads, axis=2), 0)\n",
    "    K_ = tf.concat(tf.split(K, num_heads, axis=2), 0)\n",
    "    V_ = tf.concat(tf.split(V, num_heads, axis=2), 0)\n",
    "    align = tf.matmul(Q_, K_, transpose_b=True)\n",
    "    align *= tf.rsqrt(tf.to_float(K_.get_shape()[-1].value))\n",
    "    paddings = tf.fill(tf.shape(align), float('-inf'))\n",
    "    lower_tri = tf.ones([T_q, T_k])\n",
    "    lower_tri = tf.linalg.LinearOperatorLowerTriangular(lower_tri).to_dense()\n",
    "    masks = tf.tile(tf.expand_dims(lower_tri,0), [tf.shape(align)[0],1,1])\n",
    "    align = tf.where(tf.equal(masks, 0), paddings, align)\n",
    "    align = tf.nn.softmax(align)\n",
    "    alignments = tf.transpose(align, [0, 2, 1]) \n",
    "    x = tf.matmul(align, V_)\n",
    "    x = tf.concat(tf.split(x, num_heads, axis=0), 2)\n",
    "    x += Q\n",
    "    x = layer_norm(x)\n",
    "    return x, alignments\n",
    "\n",
    "def layer_norm(inputs, epsilon=1e-8):\n",
    "    mean, variance = tf.nn.moments(inputs, [-1], keep_dims=True)\n",
    "    normalized = (inputs - mean) / (tf.sqrt(variance + epsilon))\n",
    "    params_shape = inputs.get_shape()[-1:]\n",
    "    gamma = tf.get_variable('gamma', params_shape, tf.float32, tf.ones_initializer())\n",
    "    beta = tf.get_variable('beta', params_shape, tf.float32, tf.zeros_initializer())\n",
    "    return gamma * normalized + beta\n",
    "\n",
    "\n",
    "def cnn_block(x, dilation_rate, pad_sz, hidden_dim, kernel_size):\n",
    "    x = layer_norm(x)\n",
    "    pad = tf.zeros([tf.shape(x)[0], pad_sz, hidden_dim])\n",
    "    x =  tf.layers.conv1d(inputs = tf.concat([pad, x, pad], 1),\n",
    "                          filters = hidden_dim,\n",
    "                          kernel_size = kernel_size,\n",
    "                          dilation_rate = dilation_rate)\n",
    "    x = x[:, :-pad_sz, :]\n",
    "    x = tf.nn.relu(x)\n",
    "    return x\n",
    "\n",
    "class Model:\n",
    "    def __init__(\n",
    "        self,\n",
    "        num_layers,\n",
    "        size_layers,\n",
    "        learning_rate = 1e-4,\n",
    "        kernel_size = 5\n",
    "    ):\n",
    "        self.X = tf.placeholder(tf.int32, (None, None))\n",
    "        lookup_table = tf.get_variable(\n",
    "            'lookup_table',\n",
    "            dtype = tf.float32,\n",
    "            shape = [len(vocab), size_layers],\n",
    "            initializer = tf.truncated_normal_initializer(\n",
    "                mean = 0.0, stddev = 0.01\n",
    "            ),\n",
    "        )\n",
    "        lookup_table = tf.concat(\n",
    "            (tf.zeros(shape = [1, size_layers]), lookup_table[1:, :]), 0\n",
    "        )\n",
    "        self.gts = tf.convert_to_tensor(guided_attention())\n",
    "        forward = tf.nn.embedding_lookup(lookup_table, self.X)\n",
    "        self.Y = tf.placeholder(tf.float32, (None, None, n_mels * resampled))\n",
    "        batch_size = tf.shape(self.Y)[0]\n",
    "        self.decoder_inputs = tf.concat(\n",
    "            (tf.ones_like(self.Y[:, :1, :]), self.Y[:, :-1, :]), 1\n",
    "        )\n",
    "        self.decoder_inputs = self.decoder_inputs[:, :, -n_mels:]\n",
    "        \n",
    "        self.Z = tf.placeholder(\n",
    "            tf.float32, (None, None, fourier_window_size // 2 + 1)\n",
    "        )\n",
    "        self.prev_max_attentions = tf.placeholder(tf.int32, shape=(1,))\n",
    "        \n",
    "        for i in range(num_layers): \n",
    "            dilation_rate = 2 ** i\n",
    "            pad_sz = (kernel_size - 1) * dilation_rate \n",
    "            with tf.variable_scope('block_%d'%i):\n",
    "                forward += cnn_block(forward, dilation_rate, pad_sz, size_layers, kernel_size)\n",
    "                \n",
    "        encoder = tf.layers.dense(self.decoder_inputs, size_layers)\n",
    "        \n",
    "        for i in range(num_layers): \n",
    "            dilation_rate = 2 ** i\n",
    "            pad_sz = (kernel_size - 1) * dilation_rate \n",
    "            with tf.variable_scope('block_encoder_%d'%i):\n",
    "                encoder += cnn_block(encoder, dilation_rate, pad_sz, size_layers, kernel_size)\n",
    "        \n",
    "        train_R, self.alignments = Attention(encoder, forward, size_layers)\n",
    "        \n",
    "        def generate_mel(x, reuse = False):\n",
    "            with tf.variable_scope('generate_mel', reuse = reuse):\n",
    "                for i in range(num_layers): \n",
    "                    dilation_rate = 2 ** i\n",
    "                    pad_sz = (kernel_size - 1) * dilation_rate \n",
    "                    with tf.variable_scope('block_mel_%d'%i, reuse = reuse):\n",
    "                        x += cnn_block(x, dilation_rate, pad_sz, size_layers, kernel_size)\n",
    "                return tf.layers.dense(x, n_mels * resampled)\n",
    "        \n",
    "        self.Y_logits = generate_mel(train_R)\n",
    "        self.Y_hat = tf.sigmoid(self.Y_logits)\n",
    "        \n",
    "        self.loss1 = tf.reduce_mean(tf.abs(self.Y_hat - self.Y))\n",
    "        self.loss_bd1 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.Y_logits, \n",
    "                                                                               labels=self.Y))\n",
    "        self.A = tf.pad(self.alignments, [(0, 0), (0, max_N), (0, max_T)], \n",
    "                        mode=\"CONSTANT\", constant_values=-1.)[:, :max_N, :max_T]\n",
    "        self.attention_masks = tf.to_float(tf.not_equal(self.A, -1))\n",
    "        self.loss_att = tf.reduce_sum(tf.abs(self.A * self.gts) * self.attention_masks)\n",
    "        self.mask_sum = tf.reduce_sum(self.attention_masks)\n",
    "        self.loss_att /= self.mask_sum\n",
    "        \n",
    "        out_decoder = tf.reshape(\n",
    "                self.Y, [tf.shape(self.Y)[0], -1, n_mels]\n",
    "        )\n",
    "        out_decoder = tf.layers.dense(out_decoder, size_layers)\n",
    "        \n",
    "        for i in range(num_layers): \n",
    "            dilation_rate = 2 ** i\n",
    "            pad_sz = (kernel_size - 1) * dilation_rate \n",
    "            with tf.variable_scope('block_vocoder_%d'%i):\n",
    "                out_decoder += cnn_block(out_decoder, dilation_rate, pad_sz, size_layers, kernel_size)\n",
    "        \n",
    "        self.Z_logits = tf.layers.dense(out_decoder, 1 + fourier_window_size // 2)\n",
    "        self.Z_hat = tf.sigmoid(self.Z_logits)\n",
    "        self.loss2 = tf.reduce_mean(tf.abs(self.Z_hat - self.Z))\n",
    "        self.loss_bd2 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.Z_logits, \n",
    "                                                                          labels=self.Z))\n",
    "        self.loss = self.loss1 + self.loss2 + self.loss_bd1 + self.loss_bd2 + self.loss_att\n",
    "        self.optimizer = tf.train.AdamOptimizer(\n",
    "            learning_rate = learning_rate\n",
    "        ).minimize(self.loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.reset_default_graph()\n",
    "sess = tf.InteractiveSession()\n",
    "\n",
    "size_layers = 128\n",
    "learning_rate = 1e-4\n",
    "num_layers = 4\n",
    "\n",
    "model = Model(num_layers, size_layers, learning_rate)\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "paths, lengths, texts, raw_texts = [], [], [], []\n",
    "text_files = [f for f in os.listdir('mel') if f.endswith('.npy')]\n",
    "for fpath in text_files:\n",
    "    with open('%s/%s' % (path, fpath.replace('npy', 'txt'))) as fopen:\n",
    "        text = fopen.read()\n",
    "    paths.append(fpath.replace('.npy', ''))\n",
    "    text = text_normalize(text)\n",
    "    raw_texts.append(text)\n",
    "    text = text + 'E'\n",
    "    texts.append(np.array([char2idx[char] for char in text], np.int32))\n",
    "    lengths.append(len(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dynamic_batching(paths):\n",
    "    files, max_y, max_z = [], 0, 0\n",
    "    for n in range(len(paths)):\n",
    "        files.append(get_cached(paths[n]))\n",
    "        if files[-1][0].shape[0] > max_y:\n",
    "            max_y = files[-1][0].shape[0]\n",
    "        if files[-1][1].shape[0] > max_z:\n",
    "            max_z = files[-1][1].shape[0]\n",
    "    return files, max_y, max_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:18<00:00,  3.83it/s, cost=0.887, loss1=0.146, loss2=0.0749, loss_att=0.00245, loss_bd1=0.348, loss_bd2=0.315]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.63it/s, cost=0.656, loss1=0.0697, loss2=0.0471, loss_att=0.0022, loss_bd1=0.25, loss_bd2=0.287] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.62it/s, cost=0.607, loss1=0.0519, loss2=0.0405, loss_att=0.00241, loss_bd1=0.23, loss_bd2=0.282] \n"
     ]
    },
    {
     "data": {
      "image/png": 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FbGhb35hv+8NxpOcBsyPiPzuNzRfhzKzZOmvhbomIyj7bIpKmABcC79qT9zkBm1lzRd9GQWwCZretH5ZvG/VE4Gjg+8pGJv0RsELSGyJiTVGlTsCTnYcp1V+r+EGXNgD9+RVZDcyVdARZ4j0ZeOvvDxHxCDBzdF3S94EPlyVfcB+wmTVcP4ahRcQwcBqwCvgZcHVErJV0rqQ3dBubW8Bm1mx9+icxIlYCK8dsO6tg3wWd1OkEbGbNlfiRQ1WcgM2ssYRnQzMzS8YJ2MwsFSdgM7NEnIDNzBLwEzHMzBJyAjYzS6POE7I7AZtZo7kLwswsBd+IYWaWUI0TcOVkPJKWSdos6Y62bedI2iTp1nw5cWLDNDPbc6N3wvXjmXAToZPZ0C4DFo6z/aKImJcvK8cpNzNLTq2oXFKpTMARcSOwdQCxmJn1VyfPg6t5C7jIaZJuz7sonlK0k6Qlo89Z2sWOHg5nZrbnJnsXxHguAY4E5gH3AxcU7RgRSyNifkTMn8b0Lg9nZtalGreAuxoFEREPjr6WdCnwzb5FZGbWR3UeB9xVC1jSIW2rbwLuKNrXzCypydwClnQlsACYKWkjcDawQNI8stDvAd4zgTGamXWnf09FnhCVCTgiFo+z+QsTEIuZWV/5iRhmZilFfTOwE7CZNZpbwGZmKXgyHjOzdCb1RTgzs8nMCdjMLIXAF+HMzFLxRTgzs1ScgM3MBs83YpiZpRJpJ1yv4gRsZs1W3/zrBGxmzeYuCDOzFAJwF4SZWSL1zb89PRPOzKz2+vVMOEkLJd0pab2kM8cp/6CkdfmzMq+X9PSqOp2AzazR+vFYeklDwMXACcBRwGJJR43Z7SfA/Ij4U+Aa4NNV9ToBm1lz9e+x9McB6yPirojYCSwHFu12qIgbIuLRfPVHwGFVlboP2MwaK7sRo6MMO1PSmrb1pRGxtG19FrChbX0j8IKS+k4FvlV1UCdgM2u2zmZD2xIR8/txOElvB+YDr6jad6AJeDvbtnw3rrk3X50JbBnk8SvUKR7HMr46xQL1iqeJsVRexOpEhy3gKpuA2W3rh+Xbdj+W9Grg48ArImJHVaUDTcARcdDoa0lr+vUXpx/qFI9jGV+dYoF6xeNYCvTviRirgbmSjiBLvCcDb23fQdJzgc8BCyNicyeVugvCzBqsP3NBRMSwpNOAVcAQsCwi1ko6F1gTESuAfwb2B74iCeC+iHhDWb1OwGbWbH2akD0iVgIrx2w7q+31q/e0zpQJeGn1LgNVp3gcy/jqFAvUKx7HMp6o9yOJFDV+XIeZWS+etP+seMExf1O533d/8A83p+i3dheEmTVbjduYTsBm1mhq1bcPIsmtyFWTWgw4lnsk/VTSrWPuhBnU8ZdJ2izpjrZtB0r6jqRf5l+fkjCWcyRtys/PrZJOHFAssyXdkE9uslbSB/LtAz83JbEM/NxImiHpx5Juy2P5RL79CEk35b9TV0naZ6JjqYjnMkl3t52beYOI5/8JshsxqpZEBp6AO5zUYtCOj4h5icYuXgYsHLPtTOD6iJgLXJ+vp4oF4KL8/MzLrwQPwjDwoYg4Cngh8N78c5Li3BTFAoM/NzuAV0bEMcA8YKGkFwLn57E8A9hGdivsIBTFA3BG27m5dUDx7EYEiuollRQt4MpJLfYmEXEjsHXM5kXA5fnry4E3JowliYi4PyJuyV9vB35Gdj/+wM9NSSwDF5nf5qvT8iWAV5LNwAWD/cwUxVMfEdVLIikS8HiTWiT5MOcCuE7SzZKWJIyj3cERcX/++gHg4JTBAKflc5wuG1R3SDtJc4DnAjeR+NyMiQUSnBtJQ5JuBTYD3wF+BTwcEcP5LgP9nRobT0SMnpt/ys/NRZKmDyqe/8cJuNZeGhHPI+sSea+kl6cOqF1k4wRTtiguAY4k+/fyfuCCQR5c0v7AV4HTI+J/28sGfW7GiSXJuYmIkYiYRzYfwXHAnwziuJ3GI+lo4GN5XMcCBwIfTRMc7gMeo6NJLQYlIjblXzcD15J9oFN7UNIhAPnXju4rnwgR8WD+C9YCLmWA50fSNLKE9+WI+I98c5JzM14sKc9NfvyHgRuAFwFPljQ6qinJ71RbPAvzbpvIJ6T5Igl/r9RqVS6ppEjAv5/UIr9SezKwIkEcSNpP0hNHXwOvBe4of9dArABOyV+fAnw9VSCjyS73JgZ0fpTdTP8F4GcRcWFb0cDPTVEsKc6NpIMkPTl/vS/wGrI+6RuAt+S7DewzUxDPz9v+SIqsPzrR71UH3Q8JuyAGPg64aFKLQceROxi4Np84YypwRUR8e5ABSLoSWEA2IfRG4GzgPOBqSacC9wInJYxlQT6EKIB7gPcMIhbgJcA7gJ/m/YsAf0eac1MUy+IE5+YQ4PJ8NNEU4OqI+KakdcBySZ8kezTOFwYQS1k835N0ENmc6LcCfz2geHYXJE2wVXwrspk11gH7HhIv+uN3V+63at2nfCuymVm/pRznW8UJ2MyazQnYzCyBCBip71wQTsBm1mxuAZuZJeIEbGaWQAB9eCbcRHECNrMGCwj3AZuZDV7gi3BmZsm4D9jMLBEnYDOzFNJOtlPFCdjMmiuAGj+U0wnYzJrNLWAzsxR8K7KZWRoB4XHAZmaJ+E44M7NE3AdsZpZAhEdBmJkl4xawmVkKQYyMpA6ikBOwmTWXp6M0M0uoxsPQpqQOwMxsogQQrahcOiFpoaQ7Ja2XdOY45dMlXZWX3yRpTlWdTsBm1lyRT8hetVSQNARcDJwAHAUslnTUmN1OBbZFxDOAi4Dzq+p1AjazRouRkcqlA8cB6yPirojYCSwHFo3ZZxFwef76GuBVklRWqfuAzayxtrNt1Xfjmpkd7DpD0pq29aURsbRtfRawoW19I/CCMXX8fp+IGJb0CPBUYEvRQZ2AzayxImJh6hjKuAvCzKzaJmB22/ph+bZx95E0FTgAeKisUidgM7Nqq4G5ko6QtA9wMrBizD4rgFPy128BvhdRfhueuyDMzCrkfbqnAauAIWBZRKyVdC6wJiJWAF8AviRpPbCVLEmXUkWCNjOzCeIuCDOzRJyAzcwScQI2M0vECdjMLBEnYDOzRJyAzcwScQI2M0vk/wDa4mZhrVeCmgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.56it/s, cost=0.59, loss1=0.0463, loss2=0.0372, loss_att=0.00216, loss_bd1=0.225, loss_bd2=0.279] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.72it/s, cost=0.581, loss1=0.0433, loss2=0.0352, loss_att=0.00207, loss_bd1=0.222, loss_bd2=0.278]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.60it/s, cost=0.574, loss1=0.0408, loss2=0.0338, loss_att=0.00198, loss_bd1=0.22, loss_bd2=0.277] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.66it/s, cost=0.569, loss1=0.0392, loss2=0.0328, loss_att=0.00192, loss_bd1=0.219, loss_bd2=0.277]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.59it/s, cost=0.566, loss1=0.0383, loss2=0.0319, loss_att=0.00186, loss_bd1=0.218, loss_bd2=0.276]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.59it/s, cost=0.564, loss1=0.0375, loss2=0.0313, loss_att=0.00173, loss_bd1=0.217, loss_bd2=0.276]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.65it/s, cost=0.561, loss1=0.0367, loss2=0.0307, loss_att=0.00167, loss_bd1=0.217, loss_bd2=0.276]\n"
     ]
    },
    {
     "data": {
      "image/png": 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AYzEzGzjVeEB2j4ZmZpaJX0U2s2abzk0QZmbTVuaHbJ04AZtZszkBm5ll4gRsU2XGKa9MlsXzLyTLWi+ky6JitKzKGX6r9Dr7b48zGGtG+ls7WhXHjfQ2u/HICXPSh805Lh3L7u+mzweMPZcur4q1569hVHQZ6PVr36sBTBgt3AvCzCyPAb6IIWm5pEclbZKUHAFS0s9LCklLO9XpBGxmzTaAV5EljQLXAucDi4EVkl4ysLSkOcCHgLu7Cc0J2MyabTBjQZwDbIqIzRGxH7iJYljeif4QuArY202lTsBm1mhdNkHMlbS+bVk5oZp5wFNt61vKbT84j/Q6YEFE/FO3sfkhnJk1W3d3uDsiomObbYqkEeATwC8fznFOwGbWXDGwXhBbgQVt6/PLbePmAGcBX1HRc+eVwBpJ74mI9alKnYCnuYPbnh7uCWMAfYMO63y9deKMg+nR5SqP6/GHdWzHs+nCqrI+9Bprz1/DYX/tB2Uw/YDvBRZJOp0i8V4EvO/7p4h4Dpg7vi7pK8BvVSVfcBuwmTXcILqhRcRB4FJgHfAIcHNEbJB0paT39Bqb74DNrNkG9CZcRKwF1k7Ydnli32Xd1OkEbGbNlXnKoU6cgM2ssYRHQzMzy8YJ2MwsFydgM7NMnIDNzDLwjBhmZhk5AZuZ5VHnAdmdgM2s0dwEYWaWg1/EMDPLqMYJuONgPJJWS9ou6eG2bVdI2irp/nJ599SGaXaYpMEvvRoZTS9TdU4DfvAm3CDmhJsK3YyGdj2wfJLt10TEknJZO0m5mVl2akXHJZeOCTgi7gR2DiEWM7PB6mY+uJrfAadcKunBsonih1I7SVo5Ps/SAfb1cTozs8M33ZsgJvNJ4AxgCbANuDq1Y0SsioilEbF0Jkf1eDozsx7V+A64p14QEfHM+GdJnwI+P7CIzMwGqM79gHu6A5Z0StvqzwIPp/Y1M8tqOt8BS7oRWAbMlbQF+CiwTNISitCfAH5lCmM0O3w9TuY5JVrTdDLLJhjcrMhTomMCjogVk2y+bgpiMTMbKM+IYWaWU53+GprACdjMGs13wGZmOXgwHjOzfKb1Qzgzs+nMCdjMLIfAD+HMzHLxQzgzs1ycgM3Mhs8vYpiZ5RJ5B1zvxAnYzJqtvvnXCdjMms1NEGa9qpqYsqJ7kWbOSh83UlHnWHrksqj4U1Yz0z9KI0fPTte5t3qWmNbevenCYU/aqfTotaq6phXHVdrf22GHCMBNEGZmmdQ3//Y1J5yZWe0Nak44ScslPSppk6TLJin/TUkby7kyb5f0qk51OgGbWaMNYlp6SaPAtcD5wGJghaTFE3b7N2BpRPwH4BbgTzvV6wRsZs01uGnpzwE2RcTmiNgP3ARccMipIu6IiBfK1buA+Z0qdRuwmTVW8SJGVxl2rqT1beurImJV2/o84Km29S3AGyvquwT4504ndQI2s2brbjS0HRGxdBCnk/QLwFLgLZ32HWoC3sOuHbfFLU+Wq3OBHcM8fwd1isexjDv05qX7WAbRhamzH8RTNe9mRU+yvvR6babCof//QcXS8SFWN7q8A+5kK7CgbX1+ue3Qc0lvB34feEtEVPcxZMgJOCJOGv8saf2gfuMMQp3icSyTq1MsUK94HEvC4GbEuBdYJOl0isR7EfC+9h0kvRb4P8DyiNjeTaVugjCzBhvMWBARcVDSpcA6YBRYHREbJF0JrI+INcCfAccBf6/iJZlvRcR7qup1AjazZhvQgOwRsRZYO2Hb5W2f3364deZMwKs67zJUdYrHsUyuTrFAveJxLJOJek9JpKjxdB1mZv04/rh58cazf63jfrd99X/cl6Pd2k0QZtZsNb7HdAI2s0ZTq75tEFleRe40qMWQY3lC0kOS7p/wJsywzr9a0nZJD7dtO1HSlyQ9Vv77QxljuULS1vL63C/p3UOKZYGkO8rBTTZI+lC5fejXpiKWoV8bSbMl3SPpgTKWPyi3ny7p7vJn6jOSKsbjHEo810t6vO3aLBlGPC8RFC9idFoyGXoC7nJQi2F7a0QsydR38Xpg+YRtlwG3R8Qi4PZyPVcsANeU12dJ+SR4GA4CH4mIxcC5wAfL75Mc1yYVCwz/2uwDfjIizgaWAMslnQtcVcbyamAXxauww5CKB+C3267N/UOK5xAiUHRecslxB9xxUIsjSUTcCeycsPkC4Iby8w3Az2SMJYuI2BYRXys/7wEeoXgff+jXpiKWoYvC98rVmeUSwE9SjMAFw/2eScVTHxGdl0xyJODJBrXI8s1cCuCLku6TtDJjHO1Ojoht5eengZNzBgNcWo5xunpYzSHtJC0EXgvcTeZrMyEWyHBtJI1Kuh/YDnwJ+CawOyIOlrsM9WdqYjwRMX5t/qi8NtdIOmpY8byEE3CtvTkiXkfRJPJBST+RO6B2UfQTzHlH8UngDIo/L7cBVw/z5JKOAz4LfDgivtteNuxrM0ksWa5NRIxFxBKK8QjOAX50GOftNh5JZwG/V8b1BuBE4HfzBIfbgCfoalCLYYmIreW/24FbKb6hc3tG0ikA5b9dvVc+FSLimfIHrAV8iiFeH0kzKRLe30XEP5Sbs1ybyWLJeW3K8+8G7gDOA14mabxXU5afqbZ4lpfNNlEOSPPXZPy5UqvVccklRwL+/qAW5ZPai4A1GeJA0rGS5ox/Bt4JPFx91FCsAS4uP18MfC5XIOPJrvSzDOn6qHiZ/jrgkYj4RFvR0K9NKpYc10bSSZJeVn4+GngHRZv0HcB7y92G9j2TiOfrbb8kRdEenennqovmh4xNEEPvB5wa1GLYcZROBm4tB86YAXw6Ir4wzAAk3QgsoxgQegvwUeDjwM2SLgGeBC7MGMuysgtRAE8AvzKMWIA3Ab8IPFS2LwL8N/Jcm1QsKzJcm1OAG8reRCPAzRHxeUkbgZskfYxiapzrhhBLVTxflnQSxZjo9wO/OqR4DhVkTbCd+FVkM2usE44+Jc774Q903G/dxj/2q8hmZoOWs59vJ07AZtZsTsBmZhlEwFh9x4JwAjazZvMdsJlZJk7AZmYZBDCAOeGmihOwmTVYQLgN2Mxs+AI/hDMzy8ZtwGZmmTgBm5nlkHewnU6cgM2suQKo8aScTsBm1my+AzYzy8GvIpuZ5REQ7gdsZpaJ34QzM8vEbcBmZhlEuBeEmVk2vgM2M8shiLGx3EEkOQGbWXN5OEozs4xq3A1tJHcAZmZTJYBoRcelG5KWS3pU0iZJl01SfpSkz5Tld0ta2KlOJ2Aza64oB2TvtHQgaRS4FjgfWAyskLR4wm6XALsi4tXANcBVnep1AjazRouxsY5LF84BNkXE5ojYD9wEXDBhnwuAG8rPtwBvk6SqSt0GbGaNtYdd626LW+Z2setsSevb1ldFxKq29XnAU23rW4A3Tqjj+/tExEFJzwEvB3akTuoEbGaNFRHLc8dQxU0QZmadbQUWtK3PL7dNuo+kGcAJwLNVlToBm5l1di+wSNLpkmYBFwFrJuyzBri4/Pxe4MsR1a/huQnCzKyDsk33UmAdMAqsjogNkq4E1kfEGuA64G8lbQJ2UiTpSuqQoM3MbIq4CcLMLBMnYDOzTJyAzcwycQI2M8vECdjMLBMnYDOzTJyAzcwy+XfaCsEy6HLOCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.64it/s, cost=0.559, loss1=0.0363, loss2=0.0302, loss_att=0.00158, loss_bd1=0.216, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.69it/s, cost=0.558, loss1=0.0356, loss2=0.0297, loss_att=0.00156, loss_bd1=0.216, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.62it/s, cost=0.556, loss1=0.0351, loss2=0.0293, loss_att=0.00146, loss_bd1=0.215, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.67it/s, cost=0.555, loss1=0.0346, loss2=0.029, loss_att=0.00142, loss_bd1=0.215, loss_bd2=0.275] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.64it/s, cost=0.553, loss1=0.0342, loss2=0.0287, loss_att=0.00139, loss_bd1=0.214, loss_bd2=0.275]\n"
     ]
    },
    {
     "data": {
      "image/png": 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9PnBDb8IxM+uhAW8DVtQMdSjpa8ByYCGwHfg0cD1wDXAi8DhFN7SJN+pe4ggtiLP0jmmGbGYvBzfGtXdGRLrPXAfmLVocJ/77j9du9/AffXza5+pG7U24iFiVKHImNbOBpwEekN2joZmZZeJHkc2s2Qb4STgnYDNrrsw32eo4AZtZszkBm5ll4gRsM2XknW9MlrXmpO+xHvrwU8myePJHyTLN7W5259YzFTNGzxlOlw2nv6Kt555Pls06aXGyLLbvTJ9v3rx0WcVnby2Ynyx77jVHJsvmPJse0Q1g3kPbk2Uxv+LR/h+m9+P45MgB8NTudNkrjkqXjaQ/x/4T0vvNfnZf+pgbr02XdUi4F4SZWR49fBBD0gpJD0raLCk5AqSkfyspJNX2K3YCNrNm68GjyJKGgMuAc4FTgVWSTp1ku/nAx4DbOgnNCdjMmq03Y0GcCWyOiEciYj9wFcWwvBP9Z+CzwN5ODuoEbGaN1mETxEJJG9uW1RMOswhon75ja7nuX88jnQEsjoi/7zQ234Qzs2brrIa7czpjQUiaBXwe+NBU9nMCNrPmip71gtgGtHetOaFcN24+cBrwbUkArwTWSXp/RGxMHdQJ+CA3fOOdXe031u0J073JulY3YWk3xjY/2t2Oe7r8gFvTRYfe090hAao7qXVp9zPd7be9u2G/hx5Ol/Wli25vTnIHsETSyRSJ9zzggz8+RcQzFCNGAiDp28DvViVfcBuwmTVcL7qhRcQocAGwAbgfuCYiNkm6VNL7u43NNWAza7YeVbMjYj2wfsK6ixPbLu/kmE7AZtZcmaccquMEbGaNJTwamplZNk7AZma5OAGbmWXiBGxmloFnxDAzy8gJ2Mwsj0EekN0J2MwazU0QZmY5+EEMM7OMBjgB1w7GI2mtpB2S7m1bd4mkbZLuKpf3zmyYZlM0ayi9SN0t3er2fNM5Z7fxzNTnyPTZx5+E68WccDOhk9HQrgBWTLL+CxGxtFzWT1JuZpadWlG75FKbgCPiFuDpPsRiZtZbncwHN+A14JQLJN1TNlH8RGojSavH51kaYd80TmdmNnUHexPEZL4IvAZYCjwBfC61YUSsiYhlEbFsmLldns7MrEsDXAPuqhdERGwffy3pS8DXexaRmVkPDXI/4K5qwJKOa3v7C8C9qW3NzLI6mGvAkr4GLAcWStoKfBpYLmkpReiPAb85gzGaTV2r62lHey8GrArWbTyD9jk60btZkWdEbQKOiFWTrL58BmIxM+spz4hhZpbTANfcnYDNrNFcAzYzy8GD8ZiZ5XNQ34QzMzuYOQGbmeUQ+CacmVkuvglnZpaLE7CZWf/5QQwzs1wi74DrdZyAzazZBjf/OgGbWbO5CcKsW1WTM1Z0L9Ls9Fc7uv0vaVR0KFV6ZFcNV/yajVWP2hajoxXn7HLiyopYqz6jhobS+1WVVan6/CPdHfIAAbgJwswsk8HNv9OaE87MbOD1ak44SSskPShps6SLJin/uKT7yrkyb5L0qrpjOgGbWaP1Ylp6SUPAZcC5wKnAKkmnTtjsu8CyiPgZ4Frgv9Yd1wnYzJqrd9PSnwlsjohHImI/cBWw8oBTRdwcES+Ub28FTqg7qNuAzayxigcxOsqwCyVtbHu/JiLWtL1fBGxpe78VOKvieB8B/k/dSZ2AzazZOhsNbWdELOvF6ST9CrAMOKdu274m4D3s2nljXPt4+XYhsLOf568xSPE4lnEHVl46j6UXXZjqdRbPTM0P2u216VZVIjvwevcqltqbWJ3osAZcZxuwuO39CeW6A88lvRP4Q+CciNhXd9C+JuCIOHr8taSNvfqL0wuDFI9jmdwgxQKDFY9jSejdjBh3AEsknUyReM8DPti+gaQ3AH8JrIiIHZ0c1E0QZtZgvRkLIiJGJV0AbACGgLURsUnSpcDGiFgH/DfgcOBvVDwk84OIeH/VcZ2AzazZejQge0SsB9ZPWHdx2+t3TvWYORPwmvpN+mqQ4nEskxukWGCw4nEsk4nBnpJIMcDTdZiZTccRhy+Ks07/7drtbvznT92Zo93aTRBm1mwDXMd0AjazRlNrcNsgsjyKXDeoRZ9jeUzS9yTdNeFJmH6df62kHZLubVu3QNI3JT1c/vyJjLFcImlbeX3ukvTePsWyWNLN5eAmmyR9rFzf92tTEUvfr42keZJul3R3Gcsfl+tPlnRb+Tt1taQ5Mx1LTTxXSHq07dos7Uc8LxEU/Zfrlkz6noA7HNSi394eEUsz9V28AlgxYd1FwE0RsQS4qXyfKxaAL5TXZ2l5J7gfRoFPRMSpwNnAR8vvSY5rk4oF+n9t9gE/GxGnA0uBFZLOBj5bxvJaYBfFo7D9kIoH4JNt1+auPsVzABEo6pdcctSAawe1eDmJiFuApyesXglcWb6+Evj5jLFkERFPRMR3ytd7gPspnsfv+7WpiKXvovBc+Xa4XAL4WYoRuKC/35lUPIMjon7JJEcCnmxQiyxf5lIA35B0p6TVGeNod2xEPFG+fhI4NmcwwAXlGKdr+9Uc0k7SScAbgNvIfG0mxAIZro2kIUl3ATuAbwLfB3ZHxPj0GX39nZoYT0SMX5s/La/NFyTN7Vc8L+EEPNDeGhFnUDSJfFTS23IH1C6KfoI5axRfBF5D8d/LJ4DP9fPkkg4H/ha4MCKebS/r97WZJJYs1yYixiJiKcV4BGcCP9mP83Yaj6TTgD8o43oTsAD4/TzB4TbgCToa1KJfImJb+XMHcB3FFzq37ZKOAyh/dvRc+UyIiO3lL1gL+BJ9vD6ShikS3lci4n+Xq7Ncm8liyXltyvPvBm4G3gwcJWm8V1OW36m2eFaUzTZRDkjz12T8vVKrVbvkkiMB/3hQi/JO7XnAugxxIOkwSfPHXwPvBu6t3qsv1gHnl6/PB27IFch4siv9An26Pioepr8cuD8iPt9W1Pdrk4olx7WRdLSko8rXhwDvomiTvhn4pXKzvn1nEvE80PZHUhTt0Zl+rzpofsjYBNH3fsCpQS36HUfpWOC6cuCM2cBXI+If+hmApK8ByykGhN4KfBr4DHCNpI8AjwMfyBjL8rILUQCPAb/Zj1iAtwC/CnyvbF8E+E/kuTapWFZluDbHAVeWvYlmAddExNcl3QdcJelPKKbGubwPsVTF8y1JR1OMiX4X8Ft9iudAQdYEW8ePIptZYx15yHHx5ld/uHa7Dff9Fz+KbGbWazn7+dZxAjazZnMCNjPLIALGBncsCCdgM2s214DNzDJxAjYzyyCAHswJN1OcgM2swQLCbcBmZv0X+CacmVk2bgM2M8vECdjMLIe8g+3UcQI2s+YKYIAn5XQCNrNmcw3YzCwHP4psZpZHQLgfsJlZJn4SzswsE7cBm5llEOFeEGZm2bgGbGaWQxBjY7mDSHICNrPm8nCUZmYZDXA3tFm5AzAzmykBRCtql05IWiHpQUmbJV00SflcSVeX5bdJOqnumE7AZtZcUQ7IXrfUkDQEXAacC5wKrJJ06oTNPgLsiojXAl8APlt3XCdgM2u0GBurXTpwJrA5Ih6JiP3AVcDKCdusBK4sX18LvEOSqg7qNmAza6w97NpwY1y7sINN50na2PZ+TUSsaXu/CNjS9n4rcNaEY/x4m4gYlfQM8ApgZ+qkTsBm1lgRsSJ3DFXcBGFmVm8bsLjt/Qnlukm3kTQbOBJ4quqgTsBmZvXuAJZIOlnSHOA8YN2EbdYB55evfwn4VkT1Y3hugjAzq1G26V4AbACGgLURsUnSpcDGiFgHXA58WdJm4GmKJF1JNQnazMxmiJsgzMwycQI2M8vECdjMLBMnYDOzTJyAzcwycQI2M8vECdjMLJP/DyX4FGgorAZVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.73it/s, cost=0.552, loss1=0.0338, loss2=0.0284, loss_att=0.00137, loss_bd1=0.214, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.69it/s, cost=0.551, loss1=0.0334, loss2=0.0281, loss_att=0.00133, loss_bd1=0.214, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.73it/s, cost=0.55, loss1=0.033, loss2=0.0278, loss_att=0.00131, loss_bd1=0.213, loss_bd2=0.274]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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x3J+krwBLgdnAU8A1wDeBm4H5wGM0uqGNv1H3IifptLhQb+0wZTN7Kbgl1twTEUs62cfMOfNi/r/+aOV6j/zpRzs+Vjsqb8JFxPJEyJXUzPpeSff07DwamplZJn4U2czqrY+fhHMBNrP6ynyTrYoLsJnVmwuwmVkmLsA2VZ79zfQoaiMz0o9gnn7fz5OxgR3pEao0lB65rMzonvRoWQMnnZje8LiZyVDs3ZeMHTn/l5Kx6Q8/nj7ezPTTmnFcOjZ8avox+32vSscGD5dXh5MfSc+0fej09Lk5/sH013j4nJclY0O7nkvGDsw/ORkbPJTuavD0+ek8T3iypIvC6jXpWIuEe0GYmeXRxQcxJC2T9LCkLZKSI0BK+ieSQlJlv2IXYDOrty48iixpELgeuARYBCyX9KKBniWdCHwYSA+q3cQF2MzqrTtjQVwAbImIrRFxGFhNY1je8f4D8GngYCs7dQE2s1prsQlitqSNTcuKcbuZA2xver+j+OzvjyO9FpgXEf+r1dx8E87M6q21K9zdnYwFIWkA+CzwO5PZzgXYzOorutYLYifQPAnf3OKzMScC5wG3SwJ4ObBW0qURsTG1UxfgY9zJX7qzre3KLgpG2kulbaMvvND1fQ78nx8lY+XTo7anbM6FU39QEq0YjbAsOr0kVvY1DuzYmYyV/d9Pf6gkWOLlt7e3Xdd0px/wBmChpLNpFN7Lgff/4hARz9IYMRIASbcDHy8rvuA2YDOruW50Q4uIYeBKYD3wEHBzRGySdJ2kS9vNzVfAZlZvXXoSLiLWAevGfXZ1Yt2lrezTBdjM6ivzlENVXIDNrLaER0MzM8vGBdjMLBcXYLOXsIquZjbF+vj0uwCbWX15Rgwzs4xcgM3M8ujnAdldgM2s1twEYWaWgx/EMDPLqI8LcOVgPJJWSdol6cGmz66VtFPSvcXyrqlN02ySBgbTi5RepkKvjzdV+ZRt1+4y1V8q3ZsTbiq0MhraDcCyCT7/XEQsLpZ1E8TNzLLTaFQuuVQW4Ii4A9jTg1zMzLqrlfng+vwKOOVKSfcXTRSnplaStGJsnqUjHOrgcGZmk3esN0FM5PPAOcBi4AngM6kVI2JlRCyJiCVDzGjzcGZmberjK+C2ekFExFNjryV9Afh21zIyM+uifu4H3NYVsKSzmt6+B3gwta6ZWVbH8hWwpK8AS4HZknYA1wBLJS2mkfo24PemMEezyRvt9dSiJfptNLR28+m3r6MV3ZsVeUpUFuCIWD7Bx1+cglzMzLrKM2KYmeXUx1fuLsBmVmu+AjYzy8GD8ZiZ5XNM34QzMzuWuQCb2UtX2ahnU32DLHpwjA64AJtZrfkmnJlZLi7AZma95wcxzMxyibwDrldxATazeuvf+usCbGb15iYIszZpWvpbNEbSI54NzEgP/h/Dw+nYFPy5OjB9KH28kfJOqjF8JBnT4GDJftPnRtPK8inZbij9f6Hp05MxRtNfYxwqmSUn/aW3LgA3QZiZZdK/9bejOeHMzPpet+aEk7RM0sOStki6aoL4RyVtLubKvFXSK6v26QJsZrXWjWnpJQ0C1wOXAIuA5ZIWjVvtR8CSiPiHwBrgP1ft1wXYzOqre9PSXwBsiYitEXEYWA1cdtShIm6LiBeKt3cCc6t26jZgM6utxoMYLVXY2ZI2Nr1fGRErm97PAbY3vd8BXFiyvw8C/7vqoC7AZlZvrY2GtjsilnTjcJJ+C1gCvLlq3Z4W4P3s3X1LrHmseDsb2N3L41fop3ycy5ijuyK1nsuBKcjlxVrLZ6pyObqwtH5uDrd5vLJ5Tg+2mUu5yptYrWjxCrjKTmBe0/u5xWdHH0t6G/AnwJsjoqSPXUNPC3BEnDH2WtLGbv3G6YZ+yse5TKyfcoH+yse5JHRvRowNwEJJZ9MovJcD729eQdJrgP8GLIuIXa3s1E0QZlZj3RkLIiKGJV0JrAcGgVURsUnSdcDGiFgL/BdgFvA1NcZA/llEXFq2XxdgM6u3Lg3IHhHrgHXjPru66fXbJrvPnAV4ZfUqPdVP+TiXifVTLtBf+TiXiUR/T0mk6OPpOszMOnHSrDlx4fm/X7neLX/37+/J0W7tJggzq7c+vsZ0ATazWlPJaGy5ZXkUuWpQix7nsk3SA5LuHfckTK+Ov0rSLkkPNn12mqTvSnqk+PfUjLlcK2lncX7ulfSuHuUyT9JtxeAmmyR9uPi85+emJJeenxtJMyXdLem+IpdPFp+fLemu4mfqq5JKxofsST43SHq06dws7kU+LxI0+ktXLZn0vAC3OKhFr70lIhZn6rt4A7Bs3GdXAbdGxELg1uJ9rlwAPlecn8XFneBeGAY+FhGLgIuADxXfJznOTSoX6P25OQT8akScDywGlkm6CPh0kcu5wF4aj8L2QiofgE80nZt7e5TPUUSgqF5yyXEFXDmoxUtJRNwB7Bn38WXAjcXrG4F3Z8wli4h4IiJ+WLzeDzxE43n8np+bklx6LhqeK94OFUsAv0pjBC7o7fdMKp/+EVG9ZJKjAE80qEWWb+ZCAN+RdI+kFRnzaHZmRDxRvH4SODNnMsCVxRinq3rVHNJM0gLgNcBdZD4343KBDOdG0qCke4FdwHeBnwL7ImJsqo+e/kyNzycixs7NfyzOzeckpacomWouwH3tjRHxWhpNIh+S9KbcCTWLRj/BnFcUnwfOofHn5RPAZ3p5cEmzgK8DH4mInzfHen1uJsgly7mJiJGIWExjPIILgH/Qi+O2mo+k84A/LvJ6PXAa8Ed5ksNtwOO0NKhFr0TEzuLfXcA3aHxD5/aUpLMAin9beq58KkTEU8UP2CjwBXp4fiQN0Sh4X4qI/1l8nOXcTJRLznNTHH8fcBtwMXCKpLFeTVl+ppryWVY020QxIM1/J+PPlUZHK5dcchTgXwxqUdypvRxYmyEPJJ0g6cSx18A7gAfLt+qJtcAVxesrgG/lSmSs2BXeQ4/OjxoP038ReCgiPtsU6vm5SeWS49xIOkPSKcXr44C302iTvg14b7Faz75nEvn8uOmXpGi0R2f6uWqh+SFjE0TP+wGnBrXodR6FM4FvFANnTAO+HBF/28sEJH0FWEpjQOgdwDXAp4CbJX0QeAx4X8ZclhZdiALYBvxeL3IB3gD8NvBA0b4I8O/Ic25SuSzPcG7OAm4sehMNADdHxLclbQZWS/ozGlPjfLEHuZTl8z1JZ9AYE/1e4F/1KJ+jBVkLbBU/imxmtXXycWfFxb/0u5Xrrd/8n/wosplZt+Xs51vFBdjM6s0F2MwsgwgY6d+xIFyAzazefAVsZpaJC7CZWQYBdGFOuKniAmxmNRYQbgM2M+u9wDfhzMyycRuwmVkmLsBmZjnkHWyniguwmdVXAH08KacLsJnVm6+Azcxy8KPIZmZ5BIT7AZuZZeIn4czMMnEbsJlZBhHuBWFmlo2vgM3McghiZCR3EkkuwGZWXx6O0swsoz7uhjaQOwEzs6kSQIxG5dIKScskPSxpi6SrJojPkPTVIn6XpAVV+3QBNrP6imJA9qqlgqRB4HrgEmARsFzSonGrfRDYGxHnAp8DPl21XxdgM6u1GBmpXFpwAbAlIrZGxGFgNXDZuHUuA24sXq8B3ipJZTt1G7CZ1dZ+9q6/JdbMbmHVmZI2Nr1fGRErm97PAbY3vd8BXDhuH79YJyKGJT0LnA7sTh3UBdjMaisiluXOoYybIMzMqu0E5jW9n1t8NuE6kqYBJwPPlO3UBdjMrNoGYKGksyVNBy4H1o5bZy1wRfH6vcD3Isofw3MThJlZhaJN90pgPTAIrIqITZKuAzZGxFrgi8BNkrYAe2gU6VKqKNBmZjZF3ARhZpaJC7CZWSYuwGZmmbgAm5ll4gJsZpaJC7CZWSYuwGZmmfx/h1MiubXLd3sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.70it/s, cost=0.549, loss1=0.0326, loss2=0.0275, loss_att=0.00129, loss_bd1=0.213, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.65it/s, cost=0.547, loss1=0.0322, loss2=0.0273, loss_att=0.00128, loss_bd1=0.213, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.63it/s, cost=0.546, loss1=0.0318, loss2=0.0271, loss_att=0.00125, loss_bd1=0.213, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.69it/s, cost=0.545, loss1=0.0314, loss2=0.0269, loss_att=0.00121, loss_bd1=0.212, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.71it/s, cost=0.544, loss1=0.031, loss2=0.0267, loss_att=0.00119, loss_bd1=0.212, loss_bd2=0.274] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.66it/s, cost=0.544, loss1=0.0307, loss2=0.0265, loss_att=0.00119, loss_bd1=0.212, loss_bd2=0.274]\n"
     ]
    },
    {
     "data": {
      "image/png": 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dzsxeD2dmdkjqfAU82QT8hKR5AMW/O/oXkplZHx3OfcAJa4GLitcXAV/tTzhmZn1U8z5gRUUpQElfAJYBc4EngE8AXwFuAE4CHqU9DG38jbqXOEZz4iy9rceQzezl4Oa48Z6IWNrLPmbNXxgn/buPVK73/d/7SM/HmozKm3ARsTLR5ExqZrWnGhdkdzU0M7NM/CiymTVbjZ+EcwI2s+bKfJOtihOwmTWbE7CZWSZOwDZVHvnDc5JtM3enH8E8fuNIsm32o+kKXDEj/S2jAyW3m5/YmW47YU6yaf+JRyfbZm75Ufpw56YrrM29J13xa+QVs5Jto7PS96z3LCip+PWTySZiWnl2mPOd9P/hc/PTbfO+ma5Mt29OuuLbrCf3J9t2n5I+N9OfT38dO1e8kGwbeT4dCx/ovRqa8CgIM7M8+vgghqTlkh6StFlSsgKkpH8hKSRVjit2AjazZuvDo8iShoGrgfOB04CVkk6bYL2jgUuAO7sJzQnYzJqtP7UgzgQ2R8TDEbEfuJ52Wd7x/hD4FJDuA+rgBGxmjdZlF8RcSRs6llXjdjMf2Nrxflvx2Y+PI70eWBgRf9dtbL4JZ2bN1t0V7s5eakFIGgI+Dbz/ULZzAjaz5oq+jYLYDizseL+g+GzM0cDpwG2SAP4ZsFbSuyJiQ2qnTsCHuZN//1t932f59KFTYOeTyabhB9ObpaeBhOM/tzXZFkoP35pWUh1wWsl2ZVMNnDAtPdQqDqSHA7ZXSMeTniK03BElX0eZObeXNCrdm3n0DSXblUxW+1h1SN3pzzjgu4HFkhbRTrwXAu958RART9OuGAmApNuA3ypLvuA+YDNruH4MQ4uIA8DFwHrgQeCGiNgo6QpJ75psbL4CNrNm69OTcBGxDlg37rPLEusu62afTsBm1lyZpxyq4gRsZo0lXA3NzCwbJ2Azs1ycgM1qpGIi2n5vFyPpCmNZTPbrL93nwAcvds8J2MwsA8+IYWaWkROwmVkedS7I7gRsZo3mLggzsxz8IIaZWUY1TsCVxXgkrZG0Q9IDHZ9dLmm7pHuL5YKpDdPsEEnppSnKvsapWIaGJ7dM9nj9OEX0b064qdBNNbRrgOUTfH5VRCwplnUTtJuZZadWVC65VCbgiLgdeGoAsZiZ9Vc388HV/Ao45WJJ9xddFMna0JJWjc2zNMK+Hg5nZnboDvcuiIl8BjgFWAI8DlyZWjEiVkfE0ohYOr103gAzsylQ4yvgSY2CiIgnxl5L+izwtb5FZGbWR3UeBzypK2BJ8zre/hLwQGpdM7OsDucrYElfAJYBcyVtAz4BLJO0hHbojwC/MYUxWp0MDafbSiZYLB1WVDKhYxkNpfcZB8qm7DyMlJzvsq+/jKalf+yjpFLa0MxJdiEOp7+G1rPPpbfrRxG5/s2KPCUqE3BErJzg489PQSxmZn3lGTHMzHKaivrHfeIEbGaN5itgM7McXIzHzCyfw/omnJnZ4cwJ2JqjbKhZmbIbIWUTOpYMX4sDJfssG/ZW45syL1FyvmOSiWWyQ/RG902ylEDOCnRBrf+/nYDNrNF8E87MLBcnYDOzwfODGGZmuUTegutVnIDNrNnqm3+dgM2s2dwFYVamZJjS0OzZk9ou9o+k20ZLhr2Vje2abNW26SU/ZmWxAFHy57NKqoyVfR2aMSO92Uh6iNrQkSX/FyUV1sq09jybbtw7qV0eLAB3QZiZZVLf/NvTnHBmZrXXrznhJC2X9JCkzZIunaD9I5I2FXNl3iLpVVX7dAI2s0brx7T0koaBq4HzgdOAlZJOG7faPwJLI+JngBuBP6narxOwmTVX/6alPxPYHBEPR8R+4HpgxUGHirg1Ip4v3t4BLKjaqfuAzayx2g9idJVh50ra0PF+dUSs7ng/H9ja8X4bcFbJ/j4I/H3VQZ2AzazZuitatDMilvbjcJLeCywF3lK17kAT8B527bw5bny0eDsX2DnI41eoUzwvr1jKLlAOnrOxTucFuo1nkgXkDnG/3Z+b9Ai9ct1Pktmv/6fKm1jd6PIKuMp2YGHH+wXFZwcfS3o78LvAWyKisnzcQBNwRJww9lrShn79xumHOsXjWCZWp1igXvE4loT+zYhxN7BY0iLaifdC4D2dK0h6HfA/gOURsaObnboLwswarD+1ICLigKSLgfXAMLAmIjZKugLYEBFrgT8FjgL+Vu2HhB6LiHeV7dcJ2MyarU8F2SNiHbBu3GeXdbx++6HuM2cCXl29ykDVKR7HMrE6xQL1isexTCTqPSWRosbTdZiZ9eKYo+bHWWf828r1bv7m79+To9/aXRBm1mw1vsZ0AjazRlOrvn0QWR5FripqMeBYHpH0HUn3jnsSZlDHXyNph6QHOj6bI+nrkr5f/PuKjLFcLml7cX7ulXTBgGJZKOnWorjJRkmXFJ8P/NyUxDLwcyNplqS7JN1XxPIHxeeLJN1Z/Ex9UVK65uRg4rlG0paOc7NkEPG8RNB+EKNqyWTgCbjLohaD9taIWJJp7OI1wPJxn10K3BIRi4Fbive5YgG4qjg/S4o7wYNwAPhoRJwGnA18qPg+yXFuUrHA4M/NPuAXIuIMYAmwXNLZwKeKWE4FdtF+FHYQUvEAfKzj3Nw7oHgOIgJF9ZJLjivgyqIWLycRcTvw1LiPVwDXFq+vBX4xYyxZRMTjEfHt4vUe4EHaz+MP/NyUxDJw0TZWxXx6sQTwC7QrcMFgv2dS8dRHRPWSSY4EPFFRiyzfzIUAbpJ0j6RVGePodGJEPF68/iFwYs5ggIuLGqdrBtUd0knSycDrgDvJfG7GxQIZzo2kYUn3AjuArwP/BOyOiLHpLAb6MzU+nogYOzf/qTg3V0maOah4XsIJuNbeFBGvp90l8iFJb84dUKdojxPMeUXxGeAU2n9ePg5cOciDSzoK+BLw4Yh4prNt0OdmgliynJuIGI2IJbTrEZwJvHYQx+02HkmnAx8v4noDMAf4nTzB4T7gcboqajEoEbG9+HcH8GXa39C5PSFpHkDxb1fPlU+FiHii+AFrAZ9lgOdH0nTaCe9vIuJ/Fh9nOTcTxZLz3BTH3w3cCpwDHCdpbFRTlp+pjniWF902URSk+Usy/lyp1apccsmRgF8salHcqb0QWJshDiQdKenosdfAO4AHyrcaiLXARcXri4Cv5gpkLNkVfokBnR+1H6b/PPBgRHy6o2ng5yYVS45zI+kESccVr2cD59Luk74V+JVitYF9zyTi+W7HL0nR7o/O9HPVRfdDxi6IgY8DThW1GHQchROBLxeFM6YB10XEPwwyAElfAJbRLgi9DfgE8EngBkkfBB4F3p0xlmXFEKIAHgF+YxCxAG8Efh34TtG/CPAfyXNuUrGszHBu5gHXFqOJhoAbIuJrkjYB10v6I9pT43x+ALGUxfMNSSfQrol+L/BvBhTPwYKsCbaKH0U2s8Y6dva8OOcnP1C53vpNf+xHkc3M+i3nON8qTsBm1mxOwGZmGUTAaH1rQTgBm1mz+QrYzCwTJ2AzswwC6MOccFPFCdjMGiwg3AdsZjZ4gW/CmZll4z5gM7NMnIDNzHLIW2ynihOwmTVXADWelNMJ2MyazVfAZmY5+FFkM7M8AsLjgM3MMvGTcGZmmbgP2MwsgwiPgjAzy8ZXwGZmOQQxOpo7iCQnYDNrLpejNDPLqMbD0IZyB2BmNlUCiFZULt2QtFzSQ5I2S7p0gvaZkr5YtN8p6eSqfToBm1lzRVGQvWqpIGkYuBo4HzgNWCnptHGrfRDYFRGnAlcBn6rarxOwmTVajI5WLl04E9gcEQ9HxH7gemDFuHVWANcWr28E3iZJZTt1H7CZNdYedq2/OW6c28WqsyRt6Hi/OiJWd7yfD2zteL8NOGvcPl5cJyIOSHoaOB7YmTqoE7CZNVZELM8dQxl3QZiZVdsOLOx4v6D4bMJ1JE0DjgWeLNupE7CZWbW7gcWSFkmaAVwIrB23zlrgouL1rwDfiCh/DM9dEGZmFYo+3YuB9cAwsCYiNkq6AtgQEWuBzwN/LWkz8BTtJF1KFQnazMymiLsgzMwycQI2M8vECdjMLBMnYDOzTJyAzcwycQI2M8vECdjMLJP/D01WYhBdEF8qAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.69it/s, cost=0.543, loss1=0.0304, loss2=0.0263, loss_att=0.00117, loss_bd1=0.211, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.73it/s, cost=0.542, loss1=0.0301, loss2=0.0261, loss_att=0.00117, loss_bd1=0.211, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.63it/s, cost=0.541, loss1=0.0298, loss2=0.0259, loss_att=0.00116, loss_bd1=0.211, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.57it/s, cost=0.541, loss1=0.0295, loss2=0.0258, loss_att=0.00115, loss_bd1=0.211, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.64it/s, cost=0.54, loss1=0.0294, loss2=0.0256, loss_att=0.00115, loss_bd1=0.211, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.63it/s, cost=0.54, loss1=0.0292, loss2=0.0255, loss_att=0.00113, loss_bd1=0.211, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.65it/s, cost=0.539, loss1=0.0288, loss2=0.0253, loss_att=0.00113, loss_bd1=0.21, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.58it/s, cost=0.539, loss1=0.029, loss2=0.0252, loss_att=0.00113, loss_bd1=0.21, loss_bd2=0.273]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.65it/s, cost=0.538, loss1=0.0285, loss2=0.025, loss_att=0.00112, loss_bd1=0.21, loss_bd2=0.273]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.64it/s, cost=0.537, loss1=0.0283, loss2=0.0249, loss_att=0.00112, loss_bd1=0.21, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.60it/s, cost=0.537, loss1=0.0281, loss2=0.0248, loss_att=0.00111, loss_bd1=0.21, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:14<00:00,  6.55it/s, cost=0.536, loss1=0.0279, loss2=0.0247, loss_att=0.00111, loss_bd1=0.21, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.59it/s, cost=0.536, loss1=0.0277, loss2=0.0246, loss_att=0.0011, loss_bd1=0.21, loss_bd2=0.273]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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93ykzs0nRx70gJjwQIyIqb+IjYlVELI2IpVNJtxGamU2Gfr4D7jQBPytpDkD5dXv3QjIz66JDuQ04YQ1wQfn6AuDr3QnHzKyLDvU2YElfAZYBsyRtAS4FrgBulHQh8CTw0ckM8vXg8LX3JMtibcVxbE2WLag4rsq9lX+XX+qo7A6OrDju2WTJyRVl6Y50MIt0d6r02tX954R/6ey4mdd3Nw6AE0l3+6uSfTrePu6G1jIBR8SKRNF7uxyLmVnXKftfgDTPhmZmlomHIptZvR3KTRBmZoeszA/ZWnECNrN6cwI2M8vECdgmy9Rvz0mWbbxjQbLsmEfSj4aP2pSeLWvglfTqza++KT3UfNqm3cmy/cfPTJZVmXrvo8myx1b9SLJsyoPTk2VHnrEjWbbz2fRMcDPe8Eqy7NW9hyXL5s2unkTwqfXp7++UOelzHrZuRrJs5uaKmdueS39/d7w1PZL12IcrjvtYOs6fmv9YsuzWpcmitgn3gjAzy6OLAzEkLZf0sKSNkpIzQEr6BUkhqeWfECdgM6u3LgxFljQIXAWcAywCVkhaNM5+M4FPAHe1E5oTsJnVW3fmgjgd2BgRj0fEfuB6iml5x/pD4PNAuh2viROwmdVam00QsySta9pWjqlmLrC56f2W8rN/P4/0NmB+RPxTu7H5IZyZ1Vt7d7g7IqLjx36SBoAvAr9yMMc5AZtZfUXXekFsBeY3vZ9XfjZqJrAY+LYkgDcBayR9OCLWpSp1Aj7EDS3blix7M+myTlXdTFRNt1+x9CKDD6XLNCX9IzpSsaDjgvPvr6i0ouUt0r+tsw9LdyerMjg33ZUsXthTeewpO59KF1b9OypooLMVIubcUVlpsmj+nVOTZY/tTXdf65ru9AO+B1goaQFF4j0POP+Hp4h4gaaJ9iR9G/h0VfIFtwGbWc11oxtaRAwDFwE3Aw8BN0bEekmXS/pwp7H5DtjM6q1LI+EiYi2wdsxnlyT2XdZOnU7AZlZfmZccasUJ2MxqS3g2NDOzbJyAzcxycQI260wMD09CpVWd4ioO27evo+OGH9/U0XEtdfrv6PHsYDG0v7cnfE0AeU9fxQnYzOrLK2KYmWXkBGxmlkc/T8juBGxmteYmCDOzHDwQw8wso0M5AUtaDXwI2B4Ri8vPLgM+BjxX7vbZcpy01YE6my2rUlT8FlSdr2KWrapZvaJiprRKncbZqarzTeScHc6UVtVHTYODnZ2vos4Yqfj3d/gtbNbvI+Ha+S5dAywf5/MrI2JJuTn5mllf0ki03HJpmYAj4k5gZw9iMTPrrnbWg8t4hzyR+YAvknS/pNWSjk3tJGnl6DpLQ3Q2ksjMrFPdWpZ+MnSagL8EnAwsAbYBX0jtGBGrImJpRCydWrlmgpnZJOjjO+COekFExLOjryV9GfhG1yIyM+uiQ/0h3GtIal7k6ueAB7sTjplZlx3Kd8CSvgIsA2ZJ2gJcCiyTtIQi9E3Ab0xijNZrFV2jpsx5U7KssXNXsqy6C1O6q1XVcZo+LVk2vO2Z9Pk61arL2CTouOtXZZ3p46KR7jI2cPTMzs5XtbDq7hfSB+7t6HQH6t6qyJOiZQKOiBXjfHz1JMRiZtZV/d4P2CPhzKzeMvzPpV1OwGZWa74DNjPLwZPxmJnlc0g/hDMzO5Q5AVttdNq9q+P/BVbNBvbii50dV3m+7s8iVn1c9ZWZjEVJY6iz4xo7nu9uIDA5M8w1C/wQzswsFz+EMzPLxQnYzKz3PBDDzCyXyDvheitOwGZWb/2bf52Azaze3ARhNlAxq9nU9I/h4Nw5ybI44rB02aYt7cU19rj9+5NlOrxiQYGBisVDpx2ZPt8r1VN+VcZTNVPaSEW3uIrjYn+6j9rAMUenY5lSUeeM9Kx17EjPoNeVhdACcBOEmVkm/Zt/J7QmnJlZ3+vWmnCSlkt6WNJGSRePU/5bkjaUa2XeJunNrep0AjazWuvGsvSSBoGrgHOARcAKSYvG7PZvwNKI+HHgJuCPW9XrBGxm9dW9ZelPBzZGxOMRsR+4Hjj3gFNF3B4Rr5RvvwvMa1Wp24DNrLaKgRhtZdhZktY1vV8VEaua3s8FNje93wK8s6K+C4H/2+qkTsBmVm/tzZO0IyKWduN0kn4RWAq8p9W+PU3Ae9i149a46cny7SxgRy/P30I/xVO/WBodlj02CbF06rU9tNqLp2LSti6a/Guzve09uxVLy4dY7WjzDriVrcD8pvfzys8OPJf0PuD3gfdExL5WlfY0AUfE7NHXktZ16y9ON/RTPI5lfP0UC/RXPI4loXsrYtwDLJS0gCLxngec37yDpJ8A/gJYHhFt/blyE4SZ1Vh35oKIiGFJFwE3A4PA6ohYL+lyYF1ErAH+FzAD+DsV8xw/FREfrqrXCdjM6q1LE7JHxFpg7ZjPLml6/b6DrTNnAl7Vepee6qd4HMv4+ikW6K94HMt4or+XJFL08XIdZmYTcdSMufHO0/5ry/1u/c4f3Juj3dpNEGZWb318j+kEbGa1pqqZ4TLLMhS51aQWPY5lk6QHJN03ZiRMr86/WtJ2SQ82fXacpG9KerT8emzGWC6TtLW8PvdJ+mCPYpkv6fZycpP1kj5Rft7za1MRS8+vjaQjJN0t6ftlLJ8rP18g6a7yd+oGSem5OnsTzzWSnmi6Nkt6Ec9rBMVAjFZbJj1PwG1OatFrZ0XEkkx9F68Blo/57GLgtohYCNxWvs8VC8CV5fVZUj4J7oVh4LcjYhFwBvDx8uckx7VJxQK9vzb7gJ+OiNOAJcBySWcAny9jOQXYRTEUthdS8QD8TtO1ua9H8RxABIrWWy457oBbTmrxehIRd/LaqafPBa4tX18L/GzGWLKIiG0R8b3y9R7gIYrx+D2/NhWx9FwUXirfTi23AH6aYgYu6O3PTCqe/hHResskRwIeb1KLLD/MpQBukXSvpJUZ42h2fERsK18/AxyfMxjgonKO09W9ag5pJukk4CeAu8h8bcbEAhmujaRBSfdRDA7+JsWA7d0RMVzu0tPfqbHxRMTotfkf5bW5UlLFciKTzAm4r707It5G0STycUk/lTugZlH0E8x5R/El4GSK/15uA77Qy5NLmgH8PfDJiDhgVoVeX5txYslybSKiERFLKOYjOB340V6ct914JC0GPlPG9Q7gOOD38gSH24DHaGtSi16JiK3l1+3AVyl+oHN7VtIcgPJr+9OgdFlEPFv+go0AX6aH10fSVIqE97cR8Q/lx1muzXix5Lw25fl3A7cDZwLHSBrt1ZTld6opnuVls02UE9L8FRl/rzQy0nLLJUcC/uGkFuWT2vOANRniQNJ0STNHXwNnAw9WH9UTa4ALytcXAF/PFchosiv9HD26PioG018NPBQRX2wq6vm1ScWS49pImi3pmPL1kcD7Kdqkbwc+Uu7Ws5+ZRDw/aPojKYr26Ey/V200P2Rsguh5P+DUpBa9jqN0PPDVcuKMKcB1EfHPvQxA0leAZRQTQm8BLgWuAG6UdCHwJPDRjLEsK7sQBbAJ+I1exAK8C/gl4IGyfRHgs+S5NqlYVmS4NnOAa8veRAPAjRHxDUkbgOsl/RHF0jhX9yCWqni+JWk2xZzo9wH/pUfxHCjImmBb8VBkM6uto4+cE2f+yK+13O/mDf/TQ5HNzLotZz/fVpyAzazenIDNzDKIgEb/zgXhBGxm9eY7YDOzTJyAzcwyCKALa8JNFidgM6uxgHAbsJlZ7wV+CGdmlo3bgM3MMnECNjPLIe9kO604AZtZfQXQx4tyOgGbWb35DtjMLAcPRTYzyyMg3A/YzCwTj4QzM8vEbcBmZhlEuBeEmVk2vgM2M8shiEYjdxBJTsBmVl+ejtLMLKM+7oY2kDsAM7PJEkCMRMutHZKWS3pY0kZJF49TfrikG8ryuySd1KpOJ2Azq68oJ2RvtbUgaRC4CjgHWASskLRozG4XArsi4hTgSuDzrep1AjazWotGo+XWhtOBjRHxeETsB64Hzh2zz7nAteXrm4D3SlJVpW4DNrPa2sOum2+Nm2a1sesRktY1vV8VEaua3s8FNje93wK8c0wdP9wnIoYlvQC8AdiROqkTsJnVVkQszx1DFTdBmJm1thWY3/R+XvnZuPtImgIcDTxfVakTsJlZa/cACyUtkHQYcB6wZsw+a4ALytcfAb4VUT0Mz00QZmYtlG26FwE3A4PA6ohYL+lyYF1ErAGuBv5a0kZgJ0WSrqQWCdrMzCaJmyDMzDJxAjYzy8QJ2MwsEydgM7NMnIDNzDJxAjYzy8QJ2Mwsk/8PQYaNbJA45HEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.65it/s, cost=0.535, loss1=0.0276, loss2=0.0245, loss_att=0.0011, loss_bd1=0.209, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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bL4PcAu42AT8taT5A8d+tvQvJzKyHpnIfcMJq4Lzi9XnAd3oTjplZD031PmBJ3wCWAvMkbQK+AFwKXCfpfOAx4KOTGeRrwYzvrUkXfq/syMeTJceXHpd2d2lp2YrC6bLbmV5yXHo42RtLytIDn+Bw0kP3Di85btDM/1F3x825trdxACzkia6O627t6h4a4GFolQk4IpYnit7T41jMzHpOAzwhu2dDMzPLxI8im1m9TeUuCDOzKSvzTbYqTsBmVm9OwGZmmTgB22SZ9ffp2cLu/2F62q9DH0zfGj54Y3q2rOFd6Zm9XpqfnintwMeeT5btPmpOsmyokY5z2k82JMse+doJ6TrXHZQsm/vOp5JlW546LFk259D0jF+7ds1Mli04onwSwccfSP/7HnBU+pzDa9PXdM4T6Ws6a1t69eptb5mRLDt8XXoF7q2fSMf5nuMeTJbd/LZkUceER0GYmeXRwwcxJC2T9ICkDZKSM0BK+leSQtKSqjqdgM2s3nrwKLKkYeBy4CzgJGC5pJPG2W8O8Cngjk5CcwI2s3rrzVwQpwIbIuKRiNgDXENrWt6x/hPwRSDdj9fGCdjMaq3DLoh5kta2bSvGVHMM7PMs9qbis388j/RWYGFE/F2nsfkmnJnVW2ct3G0RUdlnmyJpCPgy8Ov7c5wTsJnVV/RsFMRmoH1RvAXFZ6PmACcDP5QEcBSwWtKHI2JtqlIn4CnupXenZ/06rmRGsG6VfZcPKJlGrWxGrGnr02Walv6KNhvpWo8/9950ncPDybIoqfPEGZuTZWWGjluQLty+s/TYRc8+li5Udz2IGupuhYijf1BaabLo2B+lF2J48KU+DNLtzSnWAIsknUAr8Z4LfOyVU0Q8D8wbfS/ph8Bny5IvuA/YzGquF8PQImIEuAC4EfgZcF1ErJN0iaQPdxubW8BmVm89amRHxA3ADWM+uyix79JO6nQCNrP6yrzkUBUnYDOrLeHZ0MzMsnECNjPLxQnYrDsxkp6dq991xu7dXR3XePDhro6rFN0tdxl9nh0s9qZn0OtPAHlPX8YJ2MzqyytimJll5ARsZpbHIE/I7gRsZrXmLggzsxz8IIaZWUZTOQFLWgV8CNgaEScXn10MfAJ4ptjt88Vz0lYH6m62rMlQNnNZmbJZzUpnEWuWHTc41wXoeja0UiVj1Er/LcrKSv4tolmSHbsbZbePQX8SrpN/wSuAZeN8fllELC42J18zG0hqRuWWS2UCjojbgO19iMXMrLc6WQ8uYwt5In/DXCDpHkmrJB2W2knSitF1lvbS3ZNEZmbd6tWy9JOh2wT8FeANwGJgC/Cl1I4RsTIilkTEkumkZ8Y3M5sUA9wC7moURES8staNpK8C3+1ZRGZmPTTVb8K9iqT5bW/PAe7rTThmZj02lVvAkr4BLAXmSdoEfAFYKmkxrdA3Ar81iTFav0X6Gzlt/lHJssb2Hcmy0iFMJcO7yo7T7AOTZSNbnkqfr8tZxMquy2QpW5S060U5h9PHlc0UN3ToId2dr2xh1eeeTx/4Ulen21fvVkWeFJUJOCKWj/Px1ychFjOznhr0ccB+Es7M6i3DXy6dcgI2s1pzC9jMLAdPxmNmls+UvglnZjaVOQFbbZQO7yrR9V+BZTOQvfBCd8d1HUvJsK9uV7qsuEE0KYuS7u3uuMa2Z3sbCEz+DHOBb8KZmeXim3BmZrk4AZuZ9Z8fxDAzyyXyTrhexQnYzOptcPOvE7CZ1Zu7IMyGSmY1m57+Gg4tPDpd5wEzkkXx6BMdhfWq4/bsSZbpgPSCAqWzth04K1nW3PVi9/F0O4SrJNbYkx6jVjYbmqaV1DlndjqWZ0pWO+vFQmgBuAvCzCyTwc2/E1oTzsxs4PVqTThJyyQ9IGmDpAvHKf89SeuLtTJvkXRcVZ1OwGZWa71Yll7SMHA5cBZwErBc0kljdvsHYElE/FPgeuC/VtXrBGxm9dW7ZelPBTZExCMRsQe4Bjh7n1NF3BoRo536twMLqip1H7CZ1VbrQYyOMuw8SWvb3q+MiJVt748B2u/sbgJOK6nvfOB/V53UCdjM6q2zeZK2RcSSXpxO0q8CS4B3V+3b1wS8kx3bbo7rHyvezgO29fP8FQYpnvrFUrYOZlnZQ5MQS7dePUKrs3hK1p3socm/Nls73rNXsVTexOpEhy3gKpuBhW3vFxSf7Xsu6b3AHwHvjojdVZX2NQFHxBGjryWt7dVvnF4YpHgcy/gGKRYYrHgcS0LvVsRYAyySdAKtxHsu8LH2HST9IvDXwLKI6OjXlbsgzKzGejMXRESMSLoAuBEYBlZFxDpJlwBrI2I18GfAQcDfFg/JPB4RHy6r1wnYzOqtRxOyR8QNwA1jPruo7fV797fOnAl4ZfUufTVI8TiW8Q1SLDBY8TiW8cRgL0mkGODlOszMJuLgg46J0075D5X73fzj/3hXjn5rd0GYWb0NcBvTCdjMak3Nwe2DyPIoctWkFn2OZaOkeyXdPeZJmH6df5WkrZLua/tsrqTvS3qo+O9hGWO5WNLm4vrcLemDfYploaRbi8lN1kn6VPF5369NSSx9vzaSZkq6U9JPi1j+pPj8BEl3FD9T10pKz9XZn3iukPRo27VZ3I94XiVoPYhRtWXS9wTc4aQW/XZmRCzONHbxCmDZmM8uBG6JiEXALcX7XLEAXFZcn8XFneB+GAE+ExEnAacDnyy+JzmuTSoW6P+12Q38UkScAiwGlkk6HfhiEcsbgR20HoXth1Q8AL/fdm3u7lM8+xCBonrLJUcLuHJSi9eSiLiNV089fTZwZfH6SuCXM8aSRURsiYifFK93Aj+j9Tx+369NSSx9Fy0/L95OL7YAfonWDFzQ3+9MKp7BEVG9ZZIjAY83qUWWL3MhgJsk3SVpRcY42h0ZEVuK108BR+YMBrigmON0Vb+6Q9pJOh74ReAOMl+bMbFAhmsjaVjS3bQeDv4+8DDwXESMFLv09WdqbDwRMXpt/nNxbS6TlF5OZLI5AQ+0MyLirbS6RD4p6Z/nDqhdtMYJ5mxRfAV4A60/L7cAX+rnySUdBHwT+HREvNBe1u9rM04sWa5NRDQiYjGt+QhOBd7cj/N2Go+kk4HPFXG9HZgL/GGe4HAf8BgdTWrRLxGxufjvVuBbtL7QuT0taT5A8d/Op0HpsYh4uvgBawJfpY/XR9J0WgnvbyLifxYfZ7k248WS89oU538OuBV4B3CopNFRTVl+ptriWVZ020QxIc1/J+PPlZrNyi2XHAn4lUktiju15wKrM8SBpNmS5oy+Bt4P3Fd+VF+sBs4rXp8HfCdXIKPJrnAOfbo+aj1M/3XgZxHx5baivl+bVCw5ro2kIyQdWryeBbyPVp/0rcCvFLv17TuTiOf+tl+SotUfnennqoPuh4xdEH0fB5ya1KLfcRSOBL5VTJwxDbg6Ir7XzwAkfQNYSmtC6E3AF4BLgesknQ88Bnw0YyxLiyFEAWwEfqsfsQDvAn4NuLfoXwT4PHmuTSqW5RmuzXzgymI00RBwXUR8V9J64BpJf0praZyv9yGWsnh+IOkIWnOi3w38+z7Fs68ga4Kt4keRzay2Dpk1P97x+t+s3O/G9f/FjyKbmfVaznG+VZyAzazenIDNzDKIgMbgzgXhBGxm9eYWsJlZJk7AZmYZBNCDNeEmixOwmdVYQLgP2Mys/wLfhDMzy8Z9wGZmmTgBm5nlkHeynSpOwGZWXwEM8KKcTsBmVm9uAZuZ5eBHkc3M8ggIjwM2M8vET8KZmWXiPmAzswwiPArCzCwbt4DNzHIIotHIHUSSE7CZ1ZenozQzy2iAh6EN5Q7AzGyyBBDNqNw6IWmZpAckbZB04TjlB0i6tii/Q9LxVXU6AZtZfUUxIXvVVkHSMHA5cBZwErBc0kljdjsf2BERbwQuA75YVa8TsJnVWjQalVsHTgU2RMQjEbEHuAY4e8w+ZwNXFq+vB94jSWWVug/YzGprJztuvDmun9fBrjMlrW17vzIiVra9PwZ4ou39JuC0MXW8sk9EjEh6Hjgc2JY6qROwmdVWRCzLHUMZd0GYmVXbDCxse7+g+GzcfSRNAw4Bni2r1AnYzKzaGmCRpBMkzQDOBVaP2Wc1cF7x+leAH0SUP4bnLggzswpFn+4FwI3AMLAqItZJugRYGxGrga8DV0naAGynlaRLqSJBm5nZJHEXhJlZJk7AZmaZOAGbmWXiBGxmlokTsJlZJk7AZmaZOAGbmWXy/wEeOH6mkYVlZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.54it/s, cost=0.535, loss1=0.0274, loss2=0.0244, loss_att=0.0011, loss_bd1=0.209, loss_bd2=0.273] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.63it/s, cost=0.534, loss1=0.0272, loss2=0.0243, loss_att=0.00109, loss_bd1=0.209, loss_bd2=0.273]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.55it/s, cost=0.534, loss1=0.0271, loss2=0.0242, loss_att=0.00109, loss_bd1=0.209, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.65it/s, cost=0.534, loss1=0.027, loss2=0.024, loss_att=0.00108, loss_bd1=0.209, loss_bd2=0.272]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.64it/s, cost=0.533, loss1=0.0268, loss2=0.0239, loss_att=0.00108, loss_bd1=0.209, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.55it/s, cost=0.533, loss1=0.0267, loss2=0.0238, loss_att=0.00107, loss_bd1=0.209, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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mR3R4ODOzDvVxFcSEH8SIiMqL+IhYExHLI2L5EOk+STOzydDPV8CdJuAnJZ0AUP67o3shmZl10VTuA05YB1xQvr4A+HZ3wjEz66Kp3gcs6UpgBTBP0jbgs8DngaslXQg8CnxoMoM8HMz47h3pxu9WbflYsuW1N3cWy22kS5igYljJyra04/lpRVv3pQvpqnV6w2Qioyoec19n2520fgIHTTiazR1t1/3BTQ9RH5ehtfyZiohViaZ3dDkWM7OuqyhBz86joZmZZeJHkc2s3qZyF4SZ2ZSV+SZbK07AZlZvTsBmZpk4AdtkOfYHc5Nt937n5PR2D6aLg2Y/mh69a2BPum14fnrkssFn9ibb9i6YnWwbevZAep93p4fLeuHa5NPxbHsgXdx29un3J9s27nx1OpaB9G/5zi3p79G8xWOHWTnYrj3pczP3mOeTbc//8Lhk25zH0rHO3J3+udh1ctUocunv06O/lr7Xf/by9PnmzHRTu4SrIMzM8ujigxiSVkp6QNJmSckRICX9U0khaXmrfToBm1m9deFRZEmDwGXAOcApwCpJp4yz3hzg48Dt7YTmBGxm9dadsSDOADZHxMMRsR+4imJY3rH+A/AFIN3n1sQJ2Mxqrc0uiHmSNjQtq8fsZgGwten9tvKz/38c6c3Aooj4P+3G5ptwZlZv7V3h7oyIln22KZIGgC8Bv3Uo2zkBm1l9RdeqILYDi5reLyw/GzUHOBW4WRLAq4F1ks6NiA2pnToBT3G7z0qXMS3k1o72WXXBUDWylSoGy6r6HZi+MT1jgaZPT+9zf3pyyVkrtyTb3jC4Ndn2ZMUkkccfkW7TUPpXafYZ6fK8mVuqs8Pch+9NNyrdgzg3HuloOyIdz4LrB9O7VPp7ePJPjkq27diTngS1a7pTB3wHsFTSEorEez7w4ZcPEfEM8PIMuZJuBn6/KvmC+4DNrOa6UYYWEcPARcB1wP3A1RGxUdKlks7tNDZfAZtZvXXpSbiIWA+sH/PZJYl1V7SzTydgM6uvzFMOteIEbGa1JTwamplZNk7AZma5OAGbVYj0b0js636ZUgx3Nnlo44X0SHBVhq5PVyJln7DyUFSct8oct7etp3InjxOwmVkGnhHDzCwjJ2Azszz6eUB2J2AzqzV3QZiZ5eAHMczMMprKCVjSWuB9wI6IOLX87HPAbwNPlat9pnxO2upgID3q1WTQQMVoaNMqfkQH0mNJNfamy9eqjhcVo6FV6nCEsQntt3Kz9NdYJRrpbFU14lvV96my7K/qfKfn+Wxbvz8J185393Jg5TiffzkilpWLk6+Z9SU1ouWSS8sEHBG3ANVzZ5uZ9aN25oPLeIU8kfGAL5J0j6S1ko5NrSRp9eg8SwfoweDLZmZNujUt/WToNAF/BXgdsAx4HPhiasWIWBMRyyNi+RAzOjycmVmH+vgKuKMqiIh4cvS1pK8C3+laRGZmXTTVb8K9gqQTmt5+ALivO+GYmXXZVL4ClnQlsAKYJ2kb8FlghaRlFKFvAX5nEmO0XmukS4OmLVqY3uypnel9DlZM6Fgx8WYVHT0nHcuWx5JtE6kKS+90ksY1q6gmU8U5rVRV9lcxPtvAnNnp7YaG0sebUTGx6o6Kn5kulKF1cVbkSdEyAUfEqnE+/vokxGJm1lX9XgfsJ+HMrN4qxpvOzQnYzGrNV8BmZjl4MB4zs3ym9E04M7OpzAnYamN467bu77TDyS7Zvbuz7dTZSGGTMuJZqxtEFSWBUdE2GUZ2Pt39nXb6vWhX4JtwZma5+CacmVkuTsBmZr3nBzHMzHKJvAOut+IEbGb11r/51wnYzOrNXRB22NNQekSsgVkzk23Dv7gk2RaD6RKmaXf/LB1LRelT46W9ybaBozobDSxmH5Fs45nn021AVJXodTgaWuXXvy89a83g8ccl22Jm+vs7PC89at20hx9PtvFEuqltAbgLwswsk/7NvxOaE87MrO91a044SSslPSBps6SLx2n/PUmbyrkyb5T0mlb7dAI2s1rrxrT0kgaBy4BzgFOAVZJOGbPaT4DlEfFLwDXAn7barxOwmdVX96alPwPYHBEPR8R+4CrgvIMOFXFTRLxYvr0NSE8fU3IfsJnVVvEgRlsZdp6kDU3v10TEmqb3C4CtTe+3AW+p2N+FwHdbHdQJ2Mzqrb1xknZGxPJuHE7SR4DlwNtardvTBPwcu3feENc8Wr6dB1TMyNdz/RRP/WLZ32HbrZMQS6deeeT6fZ+qpOc5HevgWB7s+Igtb2K1o80r4Fa2A4ua3i8sPzv4WNI7gT8C3hYR6Zq+Uk8TcES8XEgoaUO3/uJ0Qz/F41jG10+xQH/F41gSujcjxh3AUklLKBLv+cCHm1eQ9CbgfwArI2JHOzt1F4SZ1Vh3xoKIiGFJFwHXAYPA2ojYKOlSYENErAP+DJgN/HX5sMtjEXFu1X6dgM2s3ro0IHtErAfWj/nskqbX7zzUfeZMwGtar9JT/RSPYxlfP8UC/RWPYxlP9PeURIo+nq7DzGwijpq9IN5y2r9uud4Nt/77O3P0W7sLwszqrY+vMZ2AzazW1OjfPogsjyK3GtSix7FskXSvpLvGPAnTq+OvlbRD0n1Nn82V9D1JD5X/Hpsxls9J2l6en7skvbdHsSySdFM5uMlGSR8vP+/5uamIpefnRtJMST+SdHcZyx+Xny+RdHv5O/VNSenxIXsTz+WSHmk6N8t6Ec8rBMWDGK2WTHqegNsc1KLX3h4RyzLVLl4OrBzz2cXAjRGxFLixfJ8rFoAvl+dnWXknuBeGgU9GxCnAmcDHyp+THOcmFQv0/tzsA341Ik4DlgErJZ0JfKGM5fXAbopHYXshFQ/Ap5rOzV09iucgIlC0XnLJcQXcclCLw0lE3ALsGvPxecAV5esrgPdnjCWLiHg8In5cvn4OuJ/iefyen5uKWHouCqOjuA+VSwC/SjECF/T2ZyYVT/+IaL1kkiMBjzeoRZYf5lIA10u6U9LqjHE0mx8Ro1MFPAHMzxkMcFE5xunaXnWHNJO0GHgTcDuZz82YWCDDuZE0KOkuYAfwPeBnwJ6IGC5X6env1Nh4ImL03PzH8tx8WdKMXsXzCk7Afe3siHgzRZfIxyT949wBNYuiTjDnFcVXgNdR/PfyceCLvTy4pNnA3wCfiIhnm9t6fW7GiSXLuYmIkYhYRjEewRnAyb04brvxSDoV+MMyrtOBucCn8wSH+4DHaGtQi16JiO3lvzuAayl+oHN7UtIJAOW/bT1XPhki4snyF6wBfJUenh9JQxQJ768i4n+XH2c5N+PFkvPclMffA9wEvBU4RtJoVVOW36mmeFaW3TZRDkjzP8n4e6VGo+WSS44E/PKgFuWd2vOBdRniQNKRkuaMvgbeDdxXvVVPrAMuKF9fAHw7VyCjya70AXp0flQ8TP914P6I+FJTU8/PTSqWHOdG0nGSjilfzwLeRdEnfRPwwXK1nv3MJOL5adMfSVH0R2f6vWqj+yFjF0TP64BTg1r0Oo7SfODacuCMacA3IuLvehmApCuBFRQDQm8DPgt8Hrha0oXAo8CHMsayoiwhCmAL8Du9iAU4C/gN4N6yfxHgM+Q5N6lYVmU4NycAV5TVRAPA1RHxHUmbgKsk/QnF1Dhf70EsVfF8X9JxFGOi3wX8qx7Fc7Aga4JtxY8im1ltHT3rhHjraz/acr3rNv0nP4psZtZtOet8W3ECNrN6cwI2M8sgAkb6dywIJ2AzqzdfAZuZZeIEbGaWQQBdmBNusjgBm1mNBYT7gM3Mei/wTTgzs2zcB2xmlokTsJlZDnkH22nFCdjM6iuAPp6U0wnYzOrNV8BmZjn4UWQzszwCwnXAZmaZ+Ek4M7NM3AdsZpZBhKsgzMyy8RWwmVkOQYyM5A4iyQnYzOrLw1GamWXUx2VoA7kDMDObLAFEI1ou7ZC0UtIDkjZLunic9hmSvlm23y5pcat9OgGbWX1FOSB7q6UFSYPAZcA5wCnAKkmnjFntQmB3RLwe+DLwhVb7dQI2s1qLkZGWSxvOADZHxMMRsR+4CjhvzDrnAVeUr68B3iFJVTt1H7CZ1dZz7L7uhrhmXhurzpS0oen9mohY0/R+AbC16f024C1j9vHyOhExLOkZ4FXAztRBnYDNrLYiYmXuGKq4C8LMrLXtwKKm9wvLz8ZdR9I04Gjg6aqdOgGbmbV2B7BU0hJJ04HzgXVj1lkHXFC+/iDw/Yjqx/DcBWFm1kLZp3sRcB0wCKyNiI2SLgU2RMQ64OvAX0raDOyiSNKV1CJBm5nZJHEXhJlZJk7AZmaZOAGbmWXiBGxmlokTsJlZJk7AZmaZOAGbmWXy/wAPQ5DOuZvZ4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.64it/s, cost=0.532, loss1=0.0266, loss2=0.0237, loss_att=0.00106, loss_bd1=0.209, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.70it/s, cost=0.532, loss1=0.0265, loss2=0.0236, loss_att=0.00105, loss_bd1=0.209, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.68it/s, cost=0.532, loss1=0.0264, loss2=0.0235, loss_att=0.00105, loss_bd1=0.209, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.63it/s, cost=0.531, loss1=0.0262, loss2=0.0235, loss_att=0.00104, loss_bd1=0.209, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.68it/s, cost=0.531, loss1=0.0261, loss2=0.0234, loss_att=0.00104, loss_bd1=0.208, loss_bd2=0.272]\n"
     ]
    },
    {
     "data": {
      "image/png": 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itSWXdseAj46IJ8vXTwHJv5MkrQHWAMwi/eekmdmk6OEqiAnfiBHFs22Sv0MiYm1ErIiIFdOZOdHdmZmNSy+fAbebgLdJOhag/Hd750IyM+ugqTwGnLAeOLd8fS7w3c6EY2bWQVN9DFjS5cBKYIGkLcBngc8BV0k6D3gM+NBkBvlyMGPDxoq29vo8+R/a+9z1pEvbqk8Xqkqqnk22nMSdzULqqCN+nG6bjJ/Fisk9mzqkSfliynE/mcBOO6zzz2cepx4uQ2uagCNidaLp7R2Oxcys49TDE7J7NjQzs0x8K7KZ9bepPARhZjZlZb7I1owTsJn1NydgM7NMnIBtshx18+HJtp9ftSzZdvgv0sVRcx5Oz96lXenZsupHpmdKo5b+KdizKF32NuPZ9Ixfg3fcn2ybc92hybY7HlqcbFv9uvRMcHfvWphsG3ohPWPd0/cvSLYdWjErHcBAxd/PCw59Ptn2+M3HJ9vmVlS2zdyVLhl4dnG6zHDB3emnXm87bUay7fVnbUoHc2a6qVXCVRBmZnl08EYMSaskPSBps6TkDJCSfktSSErPMVtyAjaz/taBW5ElDQKXAGcBy4DVkl7yJ6akucDHgVtbCc0J2Mz6W2fmgjgN2BwRD0fEfuAKiml5R/v3wOeBva106gRsZn2txSGIBZI2NixrRnWzEHii4f2Wct3/34/0emBRRHy/1dh8Ec7M+ltrZ7hDEdF0zDZF0gDwJeB3x/M5J2Az61/RsSqIrcCihvfHl+tGzAVOAX4kCeAYYL2k90VEcqYtJ+Ap7uk3PpNsO4ab2+qz7dmrtmxtvs0YZm5KlzcNzJiebKvvSz+Uc/db0m2vmpaeme2O4YpYZqc/N39Wen8zfmN+sm3O16uf1hD3PJRuVHoEcQnpB2G2a95gxYjlQEUsd6XLDIe+sGciIbWmM3XAtwNLJS2hSLznAB9+cRcRu4AX6w0l/Qj4k6rkCx4DNrM+14kytIgYBs4HNgD3AVdFxL2SLpb0vnZj8xmwmfW3Dt0JFxHXAteOWndhYtuVrfTpBGxm/SvzI4eacQI2s74lPBuamVk2TsBmZrk4AZtVqKcL3+p7O/9IxziQnrmrSv359OxjVLQd8p30DGs9PFHXS0R6YrpK9Rde6Gwg4+UEbGaWgZ+IYWaWkROwmVkevTwhuxOwmfU1D0GYmeXgGzHMzDKayglY0jrgvcD2iDilXHcR8AfA0+Vmny7vk7Y+oGnt/V6Oenvf6RpMz0Cm6RWxVHyu/ny69EkD6RnIotZm2VvFzGTEBAYhq/qt+ljFsalS9fVXzUynGekHb8b+dNlfDKcfDkubZW+Nev1OuFb+dy8FVo2x/ssRsbxcnHzNrCepHk2XXJom4Ii4CdjRhVjMzDqrlefBZTxDnsh8wOdLulvSOklHpDaStGbkOUsHSE9abWY2GTr1WPrJ0G4C/gpwErAceBL4YmrDiFgbESsiYsV0Zra5OzOzNvXwGXBbV1si4sXnnUj6KvC9jkVkZtZBU/0i3EtIOrbh7QeAezoTjplZh03lM2BJlwMrgQWStgCfBVZKWk4R+qPAH05ijNZlVaVB005YlGyrPbU92VZV2lZVwlRVwqW56Yc91nfvbqfL9kXnZ20DijqqVFNFOV3lF9luadshh6TbZqWHFzX/8GRb7cmKh4d2oAytg09FnhRNE3BErB5j9dcmIRYzs47q9Tpg3wlnZv0tejcDOwGbWV/zGbCZWQ6ejMfMLJ8pfRHOzGwqcwK2vjH82BNtfS72VdyGXvWwyyrP7Grvc6oo32rXZF3oqXhg6aSU01Wo7dzZ3R12QuCLcGZmufginJlZLk7AZmbd5xsxzMxyibwTrjfjBGxm/a13868TsJn1Nw9B2MvewOzZ6bZ56VnNnj1zcbItKib1mvfDB9ONg+kPxnPpkriBww9L9zk7PVNYfV7F174zPWsbQOysKLWrmg2t3Qer7tmbbNPCY5Jttflzkm17jpmVbJu7cWs6mPYqHg8WgIcgzMwy6d38O6FnwpmZ9bxOPRNO0ipJD0jaLOmCMdo/KWlT+azMGySd0KxPJ2Az62udeCy9pEHgEuAsYBmwWtKyUZv9DFgREa8Frga+0KxfJ2Az61+deyz9acDmiHg4IvYDVwBnH7SriBsj4oXy7S3A8c069RiwmfWt4kaMljLsAkkbG96vjYi1De8XcvBlwS3A6RX9nQf8n2Y7dQI2s/7W2qRFQxGxohO7k/QRYAXwm8227WoC3s3Ooevj6sfKtwuAoW7uv4leiqf/Yqma8Kyq7X9PQizt2vOSNf33/1TlgZa37FQsTS9itaLFM+BmtgKNT6Q9vlx38L6kdwCfAX4zIiqmACx0NQFHxFEjryVt7NRvnE7opXgcy9h6KRborXgcS0LnnohxO7BU0hKKxHsO8OHGDSS9DvhrYFVEpB8R3sBDEGbWxzozF0REDEs6H9gADALrIuJeSRcDGyNiPfCfgUOBb6mYc/rxiHhfVb9OwGbW3zo0IXtEXAtcO2rdhQ2v3zHePnMm4LXNN+mqXorHsYytl2KB3orHsYwlevuRRIoeflyHmdlEzDt0YZx+6r9qut31N/+7O3KMW3sIwsz6Ww+fYzoBm1lfU713xyCy3IrcbFKLLsfyqKSfS7pz1J0w3dr/OknbJd3TsG6+pOskPVT+e0TGWC6StLU8PndKek+XYlkk6cZycpN7JX28XN/1Y1MRS9ePjaRZkm6TdFcZy1+U65dIurX8mbpS0ozJjqVJPJdKeqTh2CzvRjwvERQ3YjRbMul6Am5xUotue2tELM9Uu3gpsGrUuguAGyJiKXBD+T5XLABfLo/P8vJKcDcMA38cEcuAM4CPld8nOY5NKhbo/rHZB7wtIk4FlgOrJJ0BfL6M5WRgJ8WtsN2QigfgUw3H5s4uxXMQESiaL7nkOANuOqnFy0lE3ATsGLX6bOCy8vVlwPszxpJFRDwZEf9Yvt4N3EdxP37Xj01FLF0XhefKt9PLJYC3UczABd39nknF0zsimi+Z5EjAY01qkeWbuRTADyTdIWlNxjgaHR0RT5avnwKOzhkMcH45x+m6bg2HNJK0GHgdcCuZj82oWCDDsZE0KOlOYDtwHfAL4JmIGC436erP1Oh4ImLk2PyH8th8WdLMbsXzEk7APe3NEfF6iiGRj0l6S+6AGkVRJ5jzjOIrwEkUf14+CXyxmzuXdCjwbeATEfFsY1u3j80YsWQ5NhFRi4jlFPMRnAa8uhv7bTUeSacAf17G9QZgPvBneYLDY8CjtDSpRbdExNby3+3ANRTf0Lltk3QsQPlvS/eVT4aI2Fb+gNWBr9LF4yNpOkXC+9uIGJmWJ8uxGSuWnMem3P8zwI3AmcDhkkaqmrL8TDXEs6octolyQpr/RcafK9XrTZdcciTgFye1KK/UngOszxAHkuZImjvyGngXcE/1p7piPXBu+fpc4Lu5AhlJdqUP0KXjo+Jm+q8B90XElxqaun5sUrHkODaSjpJ0ePn6EOCdFGPSNwK/XW7Wte+ZRDz3N/ySFMV4dKafqxaGHzIOQXS9Djg1qUW34ygdDVxTTpwxDfhmRPx9NwOQdDmwkmJC6C3AZ4HPAVdJOg94DPhQxlhWliVEATwK/GE3YgHeBHwU+Hk5vgjwafIcm1QsqzMcm2OBy8pqogHgqoj4nqRNwBWS/pLi0Thf60IsVfH8UNJRFHOi3wn8yy7Fc7Aga4Jtxrcim1nfOuyQY+PME3+/6XYbNv1H34psZtZpOet8m3ECNrP+5gRsZpZBBNR6dy4IJ2Az628+AzYzy8QJ2MwsgwA68Ey4yeIEbGZ9LCA8Bmxm1n2BL8KZmWXjMWAzs0ycgM3Mcsg72U4zTsBm1r8C6OGHcjoBm1l/8xmwmVkOvhXZzCyPgHAdsJlZJr4TzswsE48Bm5llEOEqCDOzbHwGbGaWQxC1Wu4gkpyAzax/eTpKM7OMergMbSB3AGZmkyWAqEfTpRWSVkl6QNJmSReM0T5T0pVl+62SFjfr0wnYzPpXlBOyN1uakDQIXAKcBSwDVktaNmqz84CdEXEy8GXg8836dQI2s74WtVrTpQWnAZsj4uGI2A9cAZw9apuzgcvK11cDb5ekqk49BmxmfWs3OzdcH1cvaGHTWZI2NrxfGxFrG94vBJ5oeL8FOH1UHy9uExHDknYBRwJDqZ06AZtZ34qIVbljqOIhCDOz5rYCixreH1+uG3MbSdOAw4BfVXXqBGxm1tztwFJJSyTNAM4B1o/aZj1wbvn6t4EfRlTfhuchCDOzJsox3fOBDcAgsC4i7pV0MbAxItYDXwO+IWkzsIMiSVdSkwRtZmaTxEMQZmaZOAGbmWXiBGxmlokTsJlZJk7AZmaZOAGbmWXiBGxmlsn/AxfSpjWeXeXsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:13<00:00,  6.67it/s, cost=0.531, loss1=0.026, loss2=0.0233, loss_att=0.00103, loss_bd1=0.208, loss_bd2=0.272] \n"
     ]
    },
    {
     "data": {
      "image/png": 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dAFxTvL4GeF+H4zIzGzNFa0su7Y4BnxQRTxSvtwMnpTaUtAJYATCV6W3uzsysTT1cBTHmGzGi/myb5O+QiFgZEUsiYslkSh5LY2Y2Dnr5DLjdBPykpDkAxb/pUXYzs5wm8hhwwgBwUfH6IuCbnQnHzKyDJvoYsKSvA0uB2ZK2Ap8FPgdcL+li4FHgQ+MZ5MvBlG+vLWlrr89Tf9De5/6BWSWtZd+t6aciQ7oU61R+3Cykjjru++m28fhZLJncs6mpmx9r63Mnl3yN3db55zMfoR4uQ2uagCNieaLpbR2Oxcys49TDE7J7NjQzs0x8K7KZVdtEHoIwM5uwMl9ka8YJ2MyqzQnYzCwTJ2AbLyf8Y3p2so3XnZZsm/lwujhqxkPpie307HPJttpxxybbyuyfl57RbfKz6RnP+n/0YLLtmJvTM8it/fmCZNtvvO7uZNv6PScn2x7fl/7an/7ZCcm2oxemZ6UD6O9LX8I/YcbzybbH7piXbDumZGK+o/ak97dvXnrmttn3pZ/qvf2s9B2wv/KeB9LBvCnd1CrhKggzszw6eCOGpGWSHpS0SVJyBkhJ/1xSSFrSrE8nYDOrtg7ciiypH7gKOB84HVgu6fRRtjsG+CRwVyuhOQGbWbV1Zi6Is4BNEfFwRBwErqU+Le9IfwZ8HtjfSqdOwGZWaS0OQcyWtK5hWTGim7nAlob3W4t1v9iP9HpgfkT831Zj80U4M6u21s5wd0ZE0zHbFEl9wJXAbx/J55yAzay6omNVENuA+Q3v5xXrhh0DnAHcJgnglcCApPdGxLpUp07AE9zT56VLxk7ijrb6bHv2qm2Pt/WxKRvT5U19U9IzrNUOpEuf9vyzdNtrJ+1Ntq0dTP9I9E1PP7By9tT0AzKnvankQaZbyp/WEOtLnkyp9AjiQp4s7Te9w3S2OnZSSbroS8fyqvVHJ9t2X5kua+yYztQBrwUWSVpIPfFeCHz4xV1E7AFmD7+XdBvwB2XJFzwGbGYV14kytIgYBC4B1gD3A9dHxAZJV0h6b7ux+QzYzKqtQ3fCRcRNwE0j1l2W2HZpK306AZtZdWV+5FAzTsBmVlnCs6GZmWXjBGxmlosTsFmJWrrwrba/8490jEPpGdbK1J4rKZkqaZv69+kZ1np4oq6XiME2Hy/6fHrWtq5wAjYzy8BPxDAzy8gJ2Mwsj16ekN0J2MwqzUMQZmY5+EYMM7OMJnIClrQKeA+wIyLOKNZdDnwMeKrY7DPFfdJWASqb9apkBq6ymbTKd5juU5PTsZTFWWuz9CmGSsreyr72djU7Zm3uU/3pGeZKlcRTdrw1ZUq6y5LytThYUhKYnmCuZb1+J1wr/7tXA8tGWf/FiFhcLE6+ZtaTVIumSy5NE3BE3A4804VYzMw6q5XnwWU8Qx7L31SXSLpP0ipJyRmnJa0Yfs7SIdKTZJuZjYdOPZZ+PLSbgL8EvAZYDDwBfCG1YUSsjIglEbFkMke1uTszszb18BlwW1UQEfHi804kfRn4VsciMjProIl+Ee4lJM1pePt+YH1nwjEz67CJfAYs6evAUmC2pK3AZ4GlkhZTD30z8PFxjNG6rKxsaNKCU5Jtte070p2WlEWVlTCVlkUdnX7YYzz7bLrPdkXnZ2ZrquSZneoraSwrbyspbYuSioC+adPSXU5NDy+WtQ09vj3Z1okytA4+FXlcNE3AEbF8lNVfGYdYzMw6qtfrgH0nnJlVW/RuBnYCNrNK8xmwmVkOnozHzCyfCX0RzsxsInMCtsoY3PxY5zste9hlmd172vucSsq32jVeF3pKHlja7uRz7Rratau7O+yEwBfhzMxy8UU4M7NcnIDNzLrPN2KYmeUSeSdcb8YJ2MyqrXfzrxOwmVWbhyDsZa9vxox026yZybY9585PtkXJbGAzv/tgOpj+ktnA9qVL4vqOm5X+3Iz0TGG1Y6anQ9m1N9kGEGWldmUP7Cx7sGrZ/koeZqpTTk62DR6X/hqfP3lqsm3mXdvSwXSi4jEAD0GYmWXSu/l3TM+EMzPreZ16JpykZZIelLRJ0qWjtP+epI3FszJvkfSqZn06AZtZpXXisfSS+oGrgPOB04Hlkk4fsdmPgSUR8U+B1cBfNOvXCdjMqqtzj6U/C9gUEQ9HxEHgWuCCw3YVcWtEDA+i3wnMa9apx4DNrLLqN2K0lGFnS1rX8H5lRKxseD8X2NLwfitwdkl/FwP/0GynTsBmVm2tTVq0MyKWdGJ3kj4CLAHe0mzbribgvezaeXOsfrR4OxvY2c39N9FL8VQvln1ttt0wDrG064WXrKne/1OZjS1v2alYml7EakWLZ8DNbAMaayLnFesO35f0duBPgLdExIFmnXY1AUfEicOvJa3r1G+cTuileBzL6HopFuiteBxLQueeiLEWWCRpIfXEeyHw4cYNJL0O+EtgWUSUPCL8FzwEYWYV1pm5ICJiUNIlwBqgH1gVERskXQGsi4gB4D8DRwM3qD7n9GMR8d6yfp2AzazaOjQhe0TcBNw0Yt1lDa/ffqR95kzAK5tv0lW9FI9jGV0vxQK9FY9jGU309iOJFD38uA4zs7E49ui5cfaZ/7rpdjff8e/vyTFu7SEIM6u2Hj7HdAI2s0pTrXfHILLcitxsUosux7JZ0k8l3TviTphu7X+VpB2S1jesO17SdyX9vPj3uIyxXC5pW3F87pX07i7FMl/SrcXkJhskfbJY3/VjUxJL14+NpKmS7pb0kyKWPy3WL5R0V/EzdZ2kKeMdS5N4rpb0SMOxWdyNeF4iqN+I0WzJpOsJuMVJLbrtrRGxOFPt4tXAshHrLgVuiYhFwC3F+1yxAHyxOD6LiyvB3TAI/H5EnA6cA3yi+D7JcWxSsUD3j80B4Nci4kxgMbBM0jnA54tYTgV2Ub8VthtS8QB8uuHY3NuleA4jAkXzJZccZ8BNJ7V4OYmI24FnRqy+ALimeH0N8L6MsWQREU9ExI+K13uB+6nfj9/1Y1MSS9dF3fC9g5OLJYBfoz4DF3T3eyYVT++IaL5kkiMBjzapRZZv5kIA35F0j6QVGeNodFJEPFG83g6clDMY4JJijtNV3RoOaSRpAfA64C4yH5sRsUCGYyOpX9K9wA7gu8BDwO6IGCw26erP1Mh4ImL42Px5cWy+KOmobsXzEk7APe3NEfF66kMin5D0q7kDahT1OsGcZxRfAl5D/c/LJ4AvdHPnko4G/g74VEQ829jW7WMzSixZjk1EDEXEYurzEZwF/HI39ttqPJLOAP64iOuNwPHAH+UJDo8Bj9DSpBbdEhHbin93ADdS/4bO7UlJcwCKf1u6r3w8RMSTxQ9YDfgyXTw+kiZTT3hfjYj/U6zOcmxGiyXnsSn2vxu4FTgXmCVpuKopy89UQzzLimGbKCak+d9k/LlSrdZ0ySVHAn5xUoviSu2FwECGOJA0Q9Ixw6+BdwLryz/VFQPARcXri4Bv5gpkONkV3k+Xjo/qN9N/Bbg/Iq5saOr6sUnFkuPYSDpR0qzi9TTgHdTHpG8FPlhs1rXvmUQ8DzT8khT18ehMP1ctDD9kHILoeh1walKLbsdROAm4sZg4YxLwtYj4djcDkPR1YCn1CaG3Ap8FPgdcL+li4FHgQxljWVqUEAWwGfh4N2IBzgN+E/hpMb4I8BnyHJtULMszHJs5wDVFNVEfcH1EfEvSRuBaSf+B+qNxvtKFWMri+Z6kE6nPiX4v8DtdiudwQdYE24xvRTazypo5bU6c++qPNt1uzcb/6FuRzcw6LWedbzNOwGZWbU7AZmYZRMBQ784F4QRsZtXmM2Azs0ycgM3MMgigA8+EGy9OwGZWYQHhMWAzs+4LfBHOzCwbjwGbmWXiBGxmlkPeyXaacQI2s+oKoIcfyukEbGbV5jNgM7McfCuymVkeAeE6YDOzTHwnnJlZJh4DNjPLIMJVEGZm2fgM2MwshyCGhnIHkeQEbGbV5ekozcwy6uEytL7cAZiZjZcAohZNl1ZIWibpQUmbJF06SvtRkq4r2u+StKBZn07AZlZdUUzI3mxpQlI/cBVwPnA6sFzS6SM2uxjYFRGnAl8EPt+sXydgM6u0GBpqurTgLGBTRDwcEQeBa4ELRmxzAXBN8Xo18DZJKuvUY8BmVll72bXm5lg9u4VNp0pa1/B+ZUSsbHg/F9jS8H4rcPaIPl7cJiIGJe0BTgB2pnbqBGxmlRURy3LHUMZDEGZmzW0D5je8n1esG3UbSZOAmcDTZZ06AZuZNbcWWCRpoaQpwIXAwIhtBoCLitcfBL4XUX4bnocgzMyaKMZ0LwHWAP3AqojYIOkKYF1EDABfAf5G0ibgGepJupSaJGgzMxsnHoIwM8vECdjMLBMnYDOzTJyAzcwycQI2M8vECdjMLBMnYDOzTP4/Nr2l2fcIQU8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOCH = 50\n",
    "for i in range(EPOCH):\n",
    "    pbar = tqdm(range(0, len(paths), batch_size), desc = 'minibatch loop')\n",
    "    for k in pbar:\n",
    "        index = min(k + batch_size, len(paths))\n",
    "        files, max_y, max_z = dynamic_batching(paths[k:index])\n",
    "        max_x = max(lengths[k:index])\n",
    "        batch_x = np.zeros((batch_size, max_x))\n",
    "        batch_y = np.zeros((batch_size, max_y, n_mels * resampled))\n",
    "        batch_z = np.zeros((batch_size, max_z, fourier_window_size // 2 + 1))\n",
    "        for n in range(len(files)):\n",
    "            batch_x[n, :] = np.pad(\n",
    "                texts[k + n],\n",
    "                ((0, max_x - texts[k + n].shape[0])),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_y[n, :, :] = np.pad(\n",
    "                files[n][0],\n",
    "                ((0, max_y - files[n][0].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_z[n, :, :] = np.pad(\n",
    "                files[n][1],\n",
    "                ((0, max_z - files[n][1].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "        _, cost, loss1, loss2, loss_bd1, loss_att, loss_bd2 = sess.run(\n",
    "            [model.optimizer, model.loss, \n",
    "            model.loss1, model.loss2, model.loss_bd1,\n",
    "            model.loss_att, model.loss_bd2],\n",
    "            feed_dict = {model.X: batch_x, model.Y: batch_y, model.Z: batch_z},\n",
    "        )\n",
    "        pbar.set_postfix(cost = cost, loss1 = loss1, loss2 = loss2, loss_bd1 = loss_bd1,\n",
    "                        loss_att = loss_att, loss_bd2 = loss_bd2)\n",
    "        \n",
    "    align = sess.run(\n",
    "        model.alignments, feed_dict = {model.X: batch_x, model.Y: batch_y}\n",
    "    )\n",
    "    plot_alignment(align[0, :, :], i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 38/38 [00:00<00:00, 117.51it/s]\n"
     ]
    }
   ],
   "source": [
    "y_hat = np.ones((1, batch_y.shape[1], n_mels * resampled), np.float32)\n",
    "for j in tqdm(range(batch_y.shape[1])):\n",
    "    _y_hat = sess.run(model.Y_hat, {model.X: [texts[0]], model.Y: y_hat})\n",
    "    y_hat[:, j, :] = _y_hat[:, j, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: y_hat})\n",
    "audio = spectrogram2wav(mags[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving: say the word burn\n"
     ]
    }
   ],
   "source": [
    "from scipy.io.wavfile import write\n",
    "print('saving: %s'%(raw_texts[0]))\n",
    "write(os.path.join('test-dilated-cnn-self-attention.wav'), sample_rate, audio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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+qv+jgHt/pf/xAFJBo37M/73/8EAuAAxAVUA4vmGAD4FpwFb/7r9cQCp/2wETAOJ+6L/OAGNCEUC3voP+9gGrwhT/bgAwP7u/OoBtgdI/iL6LgPrA6f+1/2wAbH+yABIBqkA4fxu/y0GPgIc/uD+NQa6Bej3RP7WBQMCWADP/RQANgeJARX/MP+KAun/mwGkBV39tPvr/r8LF/7++OT/rwIGB0r5zgM++qf+cQh3/7EAffe7ByICvfxt/g4C9wN7+6sE0wGjANz8/gSTAVj+FgEGAskFF/1o+iUC6Aon/vH8oQPGAub/sAAbAA8GIQJf/DUAkf/9AToCTv1k/zkBUQCgA7b6AAX3AoT4q/0YABYF/gLQ/fz7ofoIBkoCCgBtAG33GQH0B00EV/be+UwHlAd6/yX2Fv35BhcAsf2S+tL6wAMABWL8/PbRB/sEk/kwAVT6K/4HBdECM/vv+MUAFf+jB///hPZw/JAASQzZ/X/3/v////gFCf0kAToAhgLG/tz8RAcRB2r6+vi3CH4A7AJM+ln/tQM8BUn/lPLeCaYJRPfA+UMCLwInAsL6hQMU9G3/1Ahv+1kIbvZG+3gEjQx1/sbyJf2lBmIFG/nu+ncCJweXAI/4LvyYCuT5CQOC/6z7AgTx/7wAM/t9CPkCKAHN+db8RRNUAZ/pEQPLEugD1vEq+GwNaAmY94vw4QduCwoCcvKL/CQL2wFz+Q75ew3m/Kf3Evxm/xMFq/7/+Bb/+gAr/YcGv/Zi9D4BfhAQ+4HtB/6WCnwGufMg/xX/lwC4/oP+d/4DAM//PP88AmD5agFnBEH6/QPpAcoBeAUM+b/+QwMWBQ4AYP2q/94BHfzb+5cAOAbW+uT2fgMeBCUAvfk7AZ39Ff+aAFv9bfhp+wkCzwIi+N/49QOg/Df+/ftN/Oz9J/6mBEX6f/MFA68LzAKV7Zr80gooAGD0qvsoBKj7zv7k+mn5M/8iCtAAgPXy//gBAv1BAUQAxfjm/kYH7P35+Qb7rPzXCjII5O/T+g8M6gYl76753ga6+C4DlvtF+jv5Pv6VAir77P/L9uL6nwah+hv63fxw/cT9DwLy/dz7wv7UAa31Ov78Bin9jf5L810HoARE973zKgNpArz6sfr8+tH+ofo5A20CHAEw9Hv+6AcmBXPwBwEKCjD7rv9P/NX8O/vb+0f+OALu+S0BPPt0+J74Pgg3AgnwHf87Bef9Svd4/9b6k/roA9D/ePhb+KAFNfzu+sQIrvaB+3kCyAbV8976DQpw/Pj4xPt+CGb4RfuXA+L8cfZi/cUBGgCn+aD8hf5n90kFTf0v/VD8OgFeADL7rf5WAOH8Z/0NBiT1A/w0AQwF9/+//Bj/lvAYB/cDPPj1Abz1lwV7+uT+2f7k/uD+BPYeCc72Ivte+c8F5f2L92X8rP54/f322QKQ/Vj5UPyrAGgDLvg99YoEW/37Ann5wAOD/m0ACQXi+UMGof4KBmP0/QVeAz/8sQLY9+wCR/0BB+b2qveV/xP/CQB7+YgBBPsj/FgGeABY7y7zgxFOBPPw4PbEAC8CwvkvA5v4YPypCGAA9vFz/xsA0/ymBO3+KvYH+bMF5voP/0b8pfS8A4UBBfq++z8DOf4/95MHvP6g+04Ea/1R/E8G0vsT+Bn/IgOfAFf7qfdH/IQIbv1299sDdQWu+Sb6xAeUC8bwEP7HBF8AHffp/aQLbfeq+sD+/gE/BLn6n/aKA2YF/v2S9A37BQNL/av9g/pG9V8DWwK9/A3+gfbj/EoMzP+j8fP49gdPBNjxeQEO/NP6EwsWBX72dPpYDYQGKPbY9OgDuwZr+0b8rPv7+U4LFAnU9r/wSQTYC3L/F/hM9kQE4Aq5/Jn5hwVw+woI7QSs+0b3WvoJFj0BMejiACgMoPgi9ToC6QxQ8IbzTwQB/Kn/VPaW/g7/4gPG+XQAfAHe8wcJR/+DAIP6V/5sAlj6cfz2+4z+EQOUAUH9Ffl9BaEIPv5rCuH1bQWGBFX7MAsw9aIIa//+8sAGkAJW/sT0OwOQB1cF4vnV6SQQ8QxC+bTtU/vNIGQDdeYx8t4YkA+H9Cj3XPdsB4UNb/8280gC2QSE//v/jPtdAScAR/VzASMKJ/y6+3b4JgYnDp7+4e9DAq0OC/ilBj34AgOHEcz06/mU+egZaATA67oAiwBVBdYFTfo+9XUE1gdjBAH3h/8D+bQCCv52/2MJK/DE/VkCpgcl+fD7/AehAKP6BPiuD9/+aezrAFsQzP7z8pL49QUaDA7/IP3X9u4FgAQIBOb63/zA/zkEIRD69C737wOL/8P/ePru9zQFlPhhA3T0Av5HDoj9p/bt9ZgEHQqVAWL0l/a3/j4KMPaLAq3ysfvbCO/45vzF+bkJSvnJAX39cvzkBTr7sf9Q+vUBxvwU/6n+q/4G/Y379wRC/CoEFffgBYYDXvzwA0oBcAiC/FX1ZgEmCUz78PHF9XYQIv//44H//BPe9CrxFQg3CHzxlfqyBHn46gBF+0L68P0SA4kAef+i+gb9zviT/ugIev9q8mHxxwd/DuHtA+8mF8MOUO8LBJYT+O8F+4ESuQyi9nb+cwDBAbkIde+oCK35wvjWAM73qv5j8A0OIwJo/Xv3dvufDd4Dc/gR+mwHE/V5ApoAVAAg89Lx+AkX+rb0FvuOA1QGvO8r/FgKh/cT+9D2bQds9l71yQSQ8xgFLACABTb7svNc/TcQZweX7RgAFAt6AH/8XAGn/cz7bQo6/dT3MP5m+j8O6/Uh+6r3yQERAJT4Mf7n+3f8XQFbDU/+bfbt/mAUEARW+KkB9Aok9Cz7HA5j/C3sbgQ/DV/4w/iD+eb/ifNHBbD4RfUE9Q/8iQbN6ycBqPsL/Bj85v7d+6T43v67AzwAZP07BJQEtABO99n5DQQLCAX8X/QlAVMI3fT1AU35UQJ9AXgCG/HD88UXP/s39/j/rgdQ/MT/FwadAcfnCv/LD176Q/jy96n90v6h//72ePk1/64ICfg8+pH1+gGX/z/2kwRj8t/3NgBhAaf28wbsBrf47P+NCJIF1vL0AcQSgvrc7SMBSBFF9bDt+gorAvbvvfjnBpkAJvfw604Khw4k8+3vmQ/6CXjslwBrCg0CePbF+gAAsQxC/ujxEf56CAwGn/dBAZQCPfpuBCH9evsMCDEFgPGTARgFAP47/Qz3bgX29kD/wP76+7b5iwPrBLD3Vv5b/tH9OAa1Bur9HQG/BJcAmP70Bdz5GQTY+qv76PsD+o4KgPSOBub5ifqUEzj+4fiF/kcMHvyD/Db44PfmEM385PTO9SoFyQqH+vb5hfZAAjMGJQG7+BT7CwVIBSgHT/43/+b8MgYKCCP/PPgo+soMVgZq+7P6FwOTAI8CMgKw/qLxrfRCCqD5c/kn/XkKwfpX9qYGTgf4C8TqiwITD9v+5QL5+8j9z/+YApr7ve+DBzwQT/j++EAELAp7+Tn4Uwj4Bfv5qv3oBBz9xv+wCPz6rf3k9K792BGY8pcCKv38AigEffvxBOfxqAf9/bYSCwaB56zzIgsxGK3xc/tU/yj++Qo9Axv0lQ5LAYD2YQLtAQ8APfq2BOLvTgJnBfD/mP92AS/9Tfc2C80Cyv7SCG0C6PY5DLgSt/yF93H9WwQV/Cr9QAA99kb/7gxe+Cfzof/kBhUT2Pue5tf9yhYG/9n1E/EnE5sRHPj+7pL3sBaX/Lr1lOl2EgMMIvNQ9Pz+TB/y+T3x1QvbBt/55wM0/9QHkQSq+Ur6VgKvC/kDMQSD8sf4fQ/VChTeKfKgGc/2GvRW/LIQtPxo8t0MKwZtCOUAc+4a+LMTXQgp71P7HQmABdz46/UmBNYDDvqK/DAJlP/h+SYARAYsB2b2GfouA1wCT+8k98oaBfbl9UD87QDNBS7+XgJy810UVQVe+P0GqQzdBAMAPgND9R779A/oAA/1rfYFDKcHwvOnAZX6vge4AlL3nQQrA7T/ffo8820DOAGpCJXxIAbR/sL97AwE6O/77AUICIn74fVm/E8PK/+190L2uxIQD/T3AgBg7ukFfBTNAtrtKvr6FcgJlvF87IMGbhFBB333q/hx/7Xu4xTIBnTvG/eKCo0GXuuD/V4Ht/eBBdMSO+/Z+y4UDgYr9wwAxP1gEXoBL/i8+34B4Afx7JoDDfxJA/T8Te/fFALv3/0JE9zrYgypAjP7rO/lAgQKKPVI/qEAvAer9mz8H/xDEzPxVPn5A4QFNwEv7vUDlvQyF+rxMPEYBGfyy/uu+owN6vQX6p8bahRK7ZLwWw9WFZT3zfHiBxb8cP96Ev/6bevm+b8MPvon9kf+s/Q+BVr89AV8ALHxNAqyBRHzh/LpDTYE4Pkn+0/9rwhSD8Toyfv+A5MOG/xK2wAEmxXb+yjrsvwXAAoan+Sc+sUTbv2L7OX0OhUS7X3vvQFmDcPyDOTeDEofTeQC6/8YmAVc+zDv+QEeAxz3qAB3+U/ufgO7AyIDuvVk8LoQewkD+m/69fy6AYHuFe96D7P62/Et9OETFPXX6oAOIffAAJ/64PpBCYAHTvZO/BYZPADR9tsNW/3m+o/0Vgq2BNb9zPYK8wgJkfn5/HX4yvSn9CwOvPfI6h0CLAiN+RXuiQSQCZX44ucRGkQPfO2m/tsDsgWr/xcIzPFg8+wKQgYRAcfzdwG3AVX/hPRv+v0O4+v/9AEPkQDw8zX9iwrNBGD4tQG89+HulQvQD6nzNu/p9dj7qAgm66T2sP/l/SUCwvnV+lz2Xwa0DH8Ak/QHAyX+vAXMEiT0U+pAFuIId+nZ6CILkhJn7Ub+2f6mDkIBXPsg8zMBeRcF8CrtwwsaDPvp9fZ+CQP3aPUfBHf+vPOB/Xj4T/OPBHH9sQKe9m/54xD2EZzy6OXVCakDyf91+A/sovXXEVUSnOAG7b8LFAaS9TP0yBV//Czrc/ntHuQJRNRvEzQX0vHZA2QIAPc9+BgMRvZp5w4SgAMc9Ej2S/enAT0EywgL6v31nftrFdkIPerJ+gkMwgyD8S36hAb+/Of1e/9t6hz/zw7u+JH2+g0w9QntdxVTAj/0IfZEB5/6g/yh+A73UwRt/V36gf2i9Vn5mRaK+NH3UAQBB+0HTPyXBWn3HP+8EDH41upMB2b8BPMoBuIBHv+XBhYGXuWvEIsNnu/f8wkCzwmh8F8O7++e9O8OFQV46afz5hZ8AbTmle0vFMoGkvJB9mv1gwqHDGbc6gFIEQP0gfxu+178PwKjE670sfCYEYANo/Qi/DsCc/jl+YcFPgfT6ngA7RTN9ZHp+w1rB1XinP6UETD+SehP7i8WOgj16gQApgsX/AfwNwxrDrn5NPXh/qEeF/2h7CwEkf59ATv59Ayg+F3x5QPE+WX9y/IuEQL+jes3/EsBUAnG8ogNyAGI8DH2sfI0DqcFffs98GD+Pga3/CL9a/kO/zgKsw299t7q7vxsGNMBN+qZ/IgX6g/Y3ncC1ho7+U/pZfXwE8cEi/iB+I8QyQSk4bUKmQiSA9X+CfGrAjX6KPx1+XYIMgR+88H/ZQ4dCnzpbvrtD5wPAvq55PD6OhDVCt7m3vutEJoEnf/a7Tv65gF58HoRIQiH6vsFKQbB/Hb+2AmN/8TzqP58Bg38vP0B/432cPveAUYIsv8O5bn0Zg+kD3IC5uXyBq8LFgg79XvpGBKB/On6vfiMAfsK3QpP/AoF1gci+mj6xwJO/2f10QWz+NYTBPwN7c0Hvwa7+M/yA/uuB1n+Bg+0A7fqlAguCp0JHPPM8JkKRwUS/2b4Cgr+E5LtvfeD+LEEtPzc+fwGSQF/BZ3yrv+6Bn7/3QLrBQUASfbM7Hr//QwcB3YA1eW2Bob+ogqyCfvljhi690sDA/3j+AoHPwLH/1b86wS0CCT3ffJDFqrzTwMKBpX/VwF79EP9xhDW/vT4zPlWDcENXu6w6GkGcR5i+gnvj/sNETMJIfZH+10ICwt+DPL6MgyM8ewAYwcWCGIA0NDcJQERh+8f5w/6iycCCOvrYuWrF3MN1fr47uz6zhtt/NT3BwaoBRH6BvfB/mEF/wgx+BL3ABK5/rkBBQ5781n4MQZEGLkFxO6zBnj2eQcgCJX5uQcv/nMTLvwOA8QHiv0hC+4CZAHv7+wFAw6PA730hQMkARAHvwZK7S4LYwhn+WPwrhEtHBzsteoUHXEhOfSN8ksXdP6g8pATBw6I4sn7dB35+xHz7/0yHcMCzupX9C4eDhac1dEB+RLJ/kkENf9wBTv/HgMtBmkGuPoi8FAKkgvj+VMFpw2x6WAFqB/yDf/coez6MycKcu8q+PsDfBRGBO7sJQLhEVEG3fBg+XYMifzd+AYKlQP++UMBlAw0GG/3YvD/DQsMHu4fBCcLZfkK+EICwwDr9ST7NAsG+Vf2wBDK/uoLmgBoAc/9S/1qD08S4Otu/JgDrf4AE3r7WAYF7wwK1BCHAabpOAepIwT1B/IIBkYRIvEeA+wQ4vyp+MwVUQBx/MYOFf749fAH3A5/8zf8bP2uD/X7B/Sd/8MDhhAi94L91vNdA/sW6f0o8aP5miJVBybie/RKFz8F4/wC+u4FjAgTAfAE/+6XEn8ThgSD6zYFQhNJ/1LuTPrSEjoA0/+t+DAH2wzHAiz13gS0+WUSbQcX8JIEDglICtv2fQ25+90EsP21ATULXvXxB+kGJwXG/s/tdQakEunx8/UOCkMJ7PMQAbv/ugQdAp319Q3iAxf9Nfu7CSoBvP1VFYT16f6SEcn/wfdGAvUPfACa+U0E+gtr/OABtwaJCzv4NPdRGO0AKf5GB78JOvKrAQIFSPhmGuXzuPShABASrPwa7zIQNvxJDGD2/QDP+/0AxBt773UBNQi8/Qf9OgkSAKP55xJwB5X2KvoUFFQK8P5v9d//rw3g/vr7kv9WB172GwJ5CWL7R/nu+SgGLgDyA4AEvgQa/lsCzgR592YIuAd6+Dz/jgW6Bp/6m//NCoYBzANP9NIFuwJRAoYJIu+xCEYSKvO0AxEPQfHK/6MOiv4N/JX9Aw0Y/834KQiu920G0QjVBcf69/1RCqH9pf6s+nMCXAMOCrYBFvfyAi3+kQIvCkYGfQLc6pELYxYu9Jz5wfhfEKDvBgH8B2LztQqL8WgLJgTI9vL/8f2SC9gF2gHy8dsBxQzJ/LEFCvo1C2MCaf0qCuDyVwt7/yTzkAVzB74C9/heBm8BcfkjBBsB2fhiDEwFLuqAAM4G4wyI+6D1uBOh+MsCFAOcAGgCBAJwFsbjFwzR/8f0hgzh7l4RffFPAL0AOPzzD3vu3/7PCD8DIgsu7nIFhPuc9w0P4AXu/S/q5wniBoP38/tH/xgDcgNA9S4Ct/d/BHwGR/F2DVAEXPYd+jH53A8//3j7CAbf9sP/uPcWAYoFxgUo+sYBbAob9tTz7wihCpfuJQKdBb/0UwHl/yoDmvmYB/T3uAOI9wv0Dhtr/fbwhgJ9F9vrhe71CKv96AIQBKL1rAWsAmb9WvaAAYUFIP08AyIA2PuI/hoA6/XtEM75pP+W9ZUGogg96pX9ofuzBMMI2ejR8okcwvmU+L/34PaQCgL5Ev7VAJsE0wFQ7OYK6gQ3AOf4agG7DB72dgfo/SoHUPl8/WIFkP2A91v+WRiY7d7tFAfxFyr2feZjCfQTgfo689oFkvVgE7bwivE4DjICI/P690IBxflvDmHyvwRtAU33cgcs8MsE6g9X+YPxDgj0C4n0KgEQ+bLweQc7BcT1RPa5/1r+ZQVrBtDtJPQ0Go79swXP9Dr6WQ5z+vMKhe/HDOcBjwNf9Y/yQQk7DTr7F+5iAXgBBAnc5/n3kAyVCsvw6AJ//cDtJQCSC9769OgfCT36MAvK+Wvv9grD/4b7kvWACi4EMvMuBmT9jPLRAicEOQw28s7zKQ9f+ob+oviDDHUA1eoCBbn8yvN8BbwK+e7Q+w8KYwfb7W4APwrH9dn9KxHKBB/vM/asCE4LHuP1Erjt7PqaBjwEywFg8GESZfoy/mnzTQLS9UoCoPjV+FD5GgZiAQr+N/pW8yATROUM/qYQvgCU934D9AjC7Dv2Hxvi+RXzfwb498/62/UcCvr/2fM5CQsSdvSo8gcBzPxoBK/6bPlw+Vz5Pgao9s34B/gcBxAN0PCH/RAAAgwD8f33EgZrAez5t/3Q/4j24wH2AuYHBOyEA3UPWftB4V4DTRW49fwDLvPA/+gJ8fea/lv9/APC9cL/owKd8cn7xgmL+T74Qwnf8UwLFwYH6TcBygsJ/ZPxVfy6B4kBBPoZCb77ZPfxA+EDCfn97LgKcgi2/OH4RQE7/Ez62QXH+Gv8JQm8AmTx4f1bAqEKAgBS49cJHwfy+PMDauh+BaESc/A5+NQFOgCZ/U743vRrCmUCrPMF/d4EmAAf+4v+Ku+rDs79Y+2IAi39pQ5O7D73Hgxc/LcFP/EW+vwKhv5//Pf2Rv7L/1sCtPzz9W0EGAFP9c0CJAbPAALz8vw5BBD1ohDj/mj07/h/Ds73LN92HxMDQ+x6At3zxAiz/NXzsQERBl392+S+FVUM8uQF/dgKXgV661oDfgZ7+LIFv/uD/ib86QUq7171Bf86DP/+3+64C7b1ewH89a//3wjU8a39Nvw2C2UAqutN9cYNxxY43SX8/wru/U/7mvjeDIHwNAHWBUP8dQBQ8xIC8AB2+ucJHPDr+KUPpwT433AMXw7N39wCBQogDifwK/GBGbb+vO+mBef9cgEBA6b8Ife++w4DvP/l/pT1kvbEDEoDz/hg93sGWAsE74LzAAm/BivrnQclDGTvgPqxCbn4nwKECmfroPvmBi0AmPx7+ysJdPcH8bgKEAti8hAB9Pvu/wAP0O/RBnv+gfjd/BQGnAo35mj2lwtlERH3xOAaC6oTofs9794Iz/ad9M0gP/S17A0Kzwlu+Y4BKgZ196QCjPsa/RMKPPj9+noQxvml8koJvwVU/9jxNP/XDnD36fNUBGcLMvdw/FUAYwAzCCjqrfEUFEcPpvYp76EQy/6P6CQarwb08aP0HAhMB3QAtwUB5lkArBIiAXjv7fYdDTj3jAcICQ7q9P5uGOT6K+tiCUMMjw037Rb5vAuGHNvy3OFtFin0WPf7DFIJ5u7xAiUQ3v2E/pUQAPdW728WvPdFC+/3DvjiEhvyF/9D9UoGbgXj/8EDB+/BDs4AXAAN/VkAkAU/6cQQHBN68L/6hQDJAAsNUPLeB/gJ8/oq/J/73/9bASoPZfuS9HsBDBPd8WXqqQQmEiAD7OQ2CNEKDfNFDSADi/nt+kYM1RJ86tvrowyWEFX70/HxDIYUeuhW+iERyvgE9loPDwF19DgB0ww68939DxPd+Z8K5f0u+Gf+zQUu+9MJ5PjAAHkTgeqn/hkHVgsz7MwCYAh5+d/1UfsdCnP/Ew/q+9T2G/A/D4IJlfKU+GEQ0gct94cClAbo8ED5/B1c9fjwKAF1FFTuPwawDnj3gAKm/q0E1f5oDFb3ugf98135JQQnBz79+fiqE9zz6QJ8/s0IUQKK9toFAwSn+h/7dgNhC60Do/EgAmT+KAjcAbL6sP2i+RX21CDwBnrhvQhB/7wAIvp7AjL/APlsEPX8g/E7AhAFmA1282r81BVX/HjyhgkKA5z81Qq4BJP7+foXA+H+CAnu+Jn7LgfQBnv81fq1AkwPhfbV9RsR4P2kAILzbxfG/mvzrgTVDLX+/OX9F5D9OQFD9QD4uxRx9ZT4JAZN/qv+Xft2A8AK7PcU+HUGQgTV+yv2YAzw+6QCCQre8FkNxfRSEyb85/DDC1kIAfyu66QImwzB/Uv7pAma/IsCVAm+8wgDmgiY9VYAa/skCBH//viLAyYQrgMR84gA0PrADaEDhujCCv4AnwPF+jD2GxWS8vUHKQBQ+Ar5AgvRCBzmeBQdB7Hz6wFeCLUBu/UqAsfzXv7GFU36vu9r970Q8wVH67j/hQQ7/Yr78gdTDLHvXPRBADUUyP101mILVBMRA3HoXPbXHyX50/Ps/YwF/P+m9EoN4/8c8dgI2Qob9tYA+fYl/tMVMPEC9QIIOf0fBWMBTvSu9bkRsgId5KT+cQ+D/mL0GwZK/9sBTvg+/v35Zf+sCNbwCQnX8+P84gSj+n0Eyv4lBGHw7g/VD6/jzgrDCkT3vvnq/f0DTv5s+Yzy6AONCev0WPNHBOMD7fbSAX38LPKiClQNpvGU540OhhHx8dH0HwQkCYX+dPlC/d39vgG9/aUC3QqX6Rv8rhdR/TXwefdED4EAOvnk+8X8aQfZ+c3zqghNBtL57vWq/MIO0/PQ9yz/kP+ICsjvv/hvEiT4EPNgAqYeKuiU3xsneAPi8XDwsglWC0H3mfd//cEHtP2V7iEMLgVo8JP4vAhKAgn6AQRP7DoEQvwd+O0DUQFu/hT7VPykCCj9ZPu2+1zvLQqaCrz4ffGx+xQYHQCh7nj+2gM9EKXpvghP/4//hfm++gQHZOxzDU/uGAGdA/Tzw/8QCov4uQVo+gL71AB29GQYMvTE8CkJ/hKW663zDQhi9YQETO3aBsoHhuoh/3INdv+++G8CVPMoA3cASe0dAzcILADM8QD9tAKi81cWs/H/7MgHnQhS9WH2QQ4b9532wP4EBfIF6vql464QSwV58431tfdaDXYBQPxj9OMG2v97BpH8r/VGB0H/MAIg8tv4tv/xA5kHOPb46c8PKAVd5QsMew049WbwYBAtBmfobgBXDz75wvoxAb/7x/HwAfUWweh76AYb/wY17SX4pQFDAhnzhAJvAtb51AhH9iHuBfXMFYsVreGj74wIGQ4x9pTnO/uPDx0D1vn1+d/uxQ18/PD39PitBDENGvNE/+32ghAk+afuahDt/m388/TSBcT4wAFJDF/kygMrDkH7Ne5M9g4XAgOm8d3szgK7CnMAJv6G9ioCiP7pAl724OwaDf//YgKX/RzvLwR9A6AATO6T+nQI3wY06hH7JAtBBJ31Nfn/Avj6UwIM88b/wwgBCXbvERHT/cHoxAlOAGkFKveT+h4SXe/K6FwVlQMt8JEGUQgC6o72rhyh9IDvkA6sAP39IfL3AKUFswI1/fgCAvfQ/qD8mP2EBc3wehCZ8Z34OQkf+Yf/4vN2/jsIjwZp/sr0dQn6/3j+NPsq8+YLGQnJ8iLv7hHgAKn5rvEKAtIZcuz994UHkgvw8jj/gglN7CAEKAXKCRL2Z/eWCFPzNglQBZnuqvXfEFUCGeffGBYHk++D/uz5YQIwAekEjv8a5rsEGRSZ64r2PQ4iDSfxiAZwAKXyev4WBWYGEPuNAzX2LxOe/R/pef4MGfHvwe5tFL33P/kh+hIIKgZUARTymxBGB1wCheiU96Io0+AN86AdQwH46tkGLxEV7kLwCww0HNj5y+MrCgAJ3/fwCooAqvGwA4f/rv+WAKMNbfnF9ewS5+lcBa0IkvG6BC8De/wl8RseEwQ02tAHoRn5+IHiIggzE138K/jA/qAUrvjZ7wYLKwV99nL58xTo+d3r1hseCqfl7wflEFz1g/E5CuwQTf2p8uT3JQlADXnxcfBDBcb82vrXAUUSAfSn8p4S7v+eBWXnYfhhHWn/UP4z+NwFtP8Z/M8SVevz/i8l6uzm93oH/Ahy+fj1OA4H6AIKmQKY+VcAg/l7D2z/2PRo+lIOlQQ8+Cj1owaEBd4Fwf4o99X2Gg6nBm3i/w7aDon19fanCbgHtPMi/E4LA/vu9EMDyhDA/Fj07/5yA0wWwvAE74gBAAQKBqP0RAJ59CsUIwtJ5tb/YwZjC6noz/wVHVQAcPQr+GkHyAtN8n31ig2RCrbrNgOnARoCLAEa8AsOtv7uERjtDPcEEpr4W/nFBTAELvPxCKruPvvKDYP+EepBBJMPCQOW/IDuWhLgBwr5H/j4BXIVlPiB6WIF7wdpBUkEpfiBBvTrq/1vEpr77f24+OMGUAxk+knv8/21DssBXOo9DDIRr+S5BdkWbfUJ93MLHgqO+BnrBP55ES39ZfCjAOkQEAav8g708f53CwT2aP+DAon+RAIP/mcM//pA9lz5qxUICjDsPvZMBKYLT/DqA10V2+0j+LcO9P64AV36Zv+l/Ez3agfKAQv3EP5ED3D4DvQDBcT7QO2SERsK+fC/9RAISQlh9KP5af7bB0P+ZASZ91L5Kf9mDqfzavhDDXP2ZQS5Axf/LPw6BtT+PvkyENT6B/TRBMr4FgQm/M0GK/zK+mT65Aa/9cv8IQ2s+S39UPYGCZTtHgUGABL3/ANH/Mf9YgKM+Ef4ngBF88kJLgJc8Y72nQT+Bdz6Uv0v/eD7e/wbAkMIdvoK+5MEcwYi93TwYQDBCDYW9PMA+D/7c/daCkQA7fZO/40WAfWe67wBLRTi+y7zdwUs9179NgUf/Kj38QAlCqf1O/CmCB4D2fR19SAM+QFG9lj9T/lO/PwLcf0X6mH3AwlXF3XqIehwDqATOfXO5pMPWwRP8u79iv4EBhoKKPO18pYE6AklAaX5re5X/L4KV/o49uH4rAmhC8j2zu5s/3wDmAwp7rzwsA7f/SjuxfXND54HgPOq9HYMMvxr9M0EQPwC8/gGSQYA9qz3lAEFBCUEtPo9+Kf+fwZ7/Zj4FQ0qAcTugPdNDfkA+Oy7+XUS4fvU9Qj8EgQ0+Hb71wXU9mkKsgrY8L35QQpk/kX9svzjAa/zM/t+Dv/1ke30DLEL0Pe58pYA8Qjr8sT8DAOk/q39PvjTDY791Olk/sgH7gR4+9L1ZPP8FBoCS+4H8/EMhBvH7YXtTwGXD6P6RwBp91L8HwAQ/T4F8/J/AfoAevhMAkgDwvJJ9sUNjAaZ76cFVQg08iz4zfv1BpEJMwLD9Uf14goc++D7DAbjB8n52PRAB2D6lPnSAjD/0vKhAvAQ5/6785D57wpoA/765f3a+uILggbt4m/+SBL09nr6H/h0Dhz+LPaQACQAhAeK+I3/9gHr/7jxRQRkBxEE6fvf9qH/6/+gDE3oTwHdHJ/2//pA+NMJ3ATj76wEh/39Gtz03eCoD4EFmQXg3mcG0A6g8/L7GPs4FMjp4PlmFdH+6uwG+4cXawAM5YEEFRAB+XP78gqAB2Xm2v2rCBoHYfBE+xMYl/Oh7/YOCwhK8v0BVAnxAG3wMQuvCbD7LeWLBBYX3OooBDv7PQZD/6z2EAqW/dn8KwLkAvXwMwGAA7PtKv59CfYKd+7t+3gV2PeG/W/x7wmPJUH3neKe+hMyw/qZ2QAIlA0F/r/zcP/G/4EExf3p/iYF6gnL8yH+pfovAfoKb/kUAusHrf677qQH7ga5+jD0lAeAAqf/JP1L99IBCAfv/wr2Lgw5+WcFgQfN9GIFwxBd/4D10/gPCOsCUgFECbfu+Ae/BhQAHfdJ81UNlwgZAZnqrgoHFKrvp/3//10Hm/myCe8AA+24CMwHOfdf/FIQhfUXEUH2o/r/C9z6MQ1z9qH7YfuSCHoAwvmvADwN7P6k7yACJhYVAhLwlBBmBNX5IAUp+4j3bwxnD1v4+vZsEOP+q+qm/uEJa/3NAE0GOgE+91f+LwoW9nf/9wGWBUoExPe0Br4IjfyY8qn+Xwu2/TMFpAHE9QoLUAHo/egOIPoY9U0DRfpZ/owAXgYsCkf+APh4DKj9X/AYCwEH5/1MADH39wECFkH90PJO+q0M3gDs+Z8DV/SGDAoEz/mvATb2eRP0CI/4PfMtAjIRJvPo/oQZxPwh9Av+LgBcEOL+tvh+EQcKdvCaAr8I5gHu/oIFwgYg/X/6k/nYBjQIzvqg+v4D0AIU+5P6HwW8Dpj6ZfajEY8IWPYeBpkNkfVLAGULmPdB9loAIwZTC/AIeP0q/TwJtvr7+lYNIfva/7UD2/5kABIBSAxzATv6yv/qBFr3Qv1kAZL76gsWBBT2D/UdA1kFKP5LAqgBE/XSBEERagR59l0DzBfl++b9aQQhAkoKaP0zCWYMJPkS/48ItACJCRX9JwVoEgnwdfl4AzwJX/16+xkKuwqkAQbyTAKFBUQAc/zdBRsGffsdA4sTEQWg/TcJpAMjAagEegt1/YX3CwS9AqwFFvwe/CwBoAPwA4bpNfm+D0H9j+2//7UJnQNX8N7+GQmw/r8GqQiuCP/83gBSCw0CLwd7CVQD5gFT/VwM3AcuAPIK/gyTA94E9gPe/m8I/A04/Obz7gjwDfD79QWBDMnupv0mDt8GMPxR+B0LlPeV8sL5rBeTD57wQPlV7zUSawOx6YT8nw+mGYPwufF/EuUG5/e5AXL6MQTD/2bvtgrjAmcGavNl/IsR/vzM9awCRA10+c8BFQRfCmsB2e1JBbEUrvHP760GKRZ2/MPtFg4JEeECq/lEEGwOogBbA/0BUwfE/BsIlQoF/B74WfP0EqEEW/uP+hkJnAb/9JQBPwTf+Sv9DwxFCLH/Zu87DxwGqPrH+tAGzf/A+9UERwJb+lsIYRea8xAIvgiQ/x/4FQOa/GcVrgDJ5Z0LjBoQBN7ccBVLAOD0fgNzABP4CO26FJ0IjunX+/4Hd//+8FX2lA5+AR76TfHjEIACzumbAGsPNQni9uYF5wdDGoL41e//Dg0PaPqBCMkEoPzHDx8E5Amr88ILzROU+6vjjgvkIoL53esuBFwQ8fUDBcX/8fqa/AUBDQ0+7Tv5bAtF6Xj0UfuiEnLy6+NWB34LaQUw4vYIthOB7wf4dgu3E5P/GAaZAeX3ERCaDJnzB+5RG94SBe5c+JITpv/P+2L+pBbmC6bWdw6LEHDv8/OXEiAAee9P+WYERQrn9yUHjeLL8LUoNgVa3of1Dgzy9Vz2PPhD+TQLxAdu6aUG1BeT838IvQRe83Lz3RDpEpf5oAKAF4sawvvr+IgFhxPCAjwIiwZj+6oXYAAJ/SkN9gMBCF//l/Z1Ao70kwkdDBLy/P8QCO7+3/MoBYj8WvUa/XD3NwcK/fjvMPmi/c/53PZy8NwB3/+p9eAGIfGtCOD2bfy8FOP0+Pnn/j4QggG7BGIM3fUA+3D4KAhBAhbsCvrkBH4E6fi0CSf6ePFDFZ4QqAU++RvuXu9NAaELOPcK7bz+WQPv7ez72PYP6ekHdwPd/pvuW+EfA9gQEvNU8jQIc/p1/gz63fQU+zIGsAzqB68BIvwsAlf/CgaPBKH9bg5QE7//EPpBCTYLJv2YCgcJ6fIvAfQR/Qew/Cb7ZAU8CHMB3QPE+AL7uACn/mv/tff9BBQEu/jl+CTzke/X8mj2+unK9Xz7s+f/7gf2lfxy9YT0AQIS//Hv9eqy+3v6t/Os9lYIYgqJ99oBOwVVAmYGlgPmBYcBsAC6+ecJgQUFCZcJHfHjC00AZ+w8+Mb/7vlS8hwELffT8LoLd/th9NP4lfhH/lrt6vMOAxX+lgQt/R4BeA20CU8E1wG1BecLPA8TCwUNCgzQFaoQuA5LEiIN1Q7yB+ICjAM5DRoEsgGJBT8MRA8y+wD5A/uk/+H5XvH17p/xxwFY+4b2vQHG/oX+jfqv9En8tPnw8xf1rP0q9wDxw/1g+Lv9D/su+q38qet4+ADvGu3S8NPoyuVD5O/tAO0A6dvjte1Y7dnkJeQs6OvlW+lz6/XmlPMn9d/yP/CR9+f6h/R1/CH7qAAcBNP/wAgzEyUP2guKFvEcEBPOEpIfhCVhGxAWmyHIIvAeVhQBG3chBCLMG5sfixwGFK4amhiFEAMRMRNlDEwPXgGyBeb/2v4v95L1jfme8eHyfvDh9bLllvFy7rnlf+yx6kjnlOnl7kPqMuib6GXxIO8U5xnl2upr6hDh7Nps58DukOLr4yX0Bvd87Knw7fiz8kruHPLa7V/s8uZu6Tjujee76FzwxvKi5/zsBe047XzwvekF8Vf1h/gq+bP9W/wg/MQEfwTxBGUDkA4uERkOmRiZGmMePhoEILonOCOYJQMmfScKK1Qk6iVfKZ0khykdJZYkrSbeLAAm3hloIlMj1h3hGf4P9wwFDGcGk/rB9mv6ufT/8FvnfOnK4Q/fIt1w1wDY7NZ431fXSNMw2YHYmtFizhvQLNJ51t7WutyN47Xk1uiL5ejmwOvj61Xtw/DQ8F/1Z/ok/ZH+Cvu1/Z//7gU4/3r6NwDKAJn44fJq9vvwh+we53nlPOkw7PvoQ+ec7WDw7+7f6njuX/ZZ9O7yRvtJAhIFfwanDj4gQyKBHpYn+igsL94yizEsOfo/9EKAQ5lGPUd+RFtGjUjIREdDZUB7PFc75jofMJsqASqjH04axBDbAgT7t/Xr65bgRtjD1L7R2cfMxT7EKrxtubO1Kq9wro6zVrKxtsC/gslByirKY9bL18raf+Iz68PvhfRn/bQA4gTWCLQLrw85Et0QjBLtEi4QPRL3DuUFlgKmAs/7FfUt9unuqetG7VTko+Cq217ZF9gczv/J6sZ+x/HJjst906nbTuEf6FHzOvi1/bEJhxKNGoImqS1kMMQ6Tz/iRQJMuEhPUxhehlvYX0VloGb3aE9p82VZYzpd6VMlT+FEeD6INmsprx6/E9YGifpx8dflnNtZzn7HfMM9uJOzoK3oqCyk8J7Gnv6bu5yRo0StprSguenCFM190tjXVt+9537sa/Pw/WIFZhByGGgeTSLYIVUj4CP1H7YcdB4xHhIcKhpCFYwPjgueAif4JfJe6objOeC83uHdxtpE1ajQrcn3wD2+UL4JwaLFSMsszuvSCdh23RrlSevS97kCmg/WGqIjMy54NfY6wj3eRT1OSFR1W8thy2SWZ4hurncvfEh753p1c+BpeGJwVn1JcT/LMscjSxo5Dnv/dPpD8jHmWdw/z7e+M64go6Ca65jwmJCXYJ/qogWi0aaVqSirUrDWsv226cBUxz/RSOHA7kb7pgktD9sReRdbFjoW6hk3GekfBSkiK98u3jCALfonxyN3F3sLdQSD+4L0Z/Ks8B7s1upF52Xg/9ie0lrOeMoryfTHB8s7zWLOLNWV1CvYOOPs5oLrwPN//JcHEA9JGOwjpCw2NeQ3Aj/xRbpIrEvvTo5SkFR3VoBUfFsGY8lk5WfHZPparFDMQ28y7SgvH/8R9wznBCz6qfMa6szhU94c2PHNFsdZvq6xbK2NpwylXKknrNWwzLRnudG6Wb2fwVvGhMkaz5HbxOKt7m4AEgqcFEsg3SJeIy0jNh5MGgUZjBiZGLoY8hivGCkXDQ80CKgAevIA63TiytuP2pXZ6tfb18Hf+eHh4cDirOT/5Znge97h22jeU+Om5lHxqv26BRkMuhMHGJQevSCOIKEnTitbLjQ2Yjg+PLtCgEBLQKlA1D88P/A+H0I2Q2tCQEDBOz41jy2MIkIX8wtq/hXyLOeP4onc5Nrs3EPcB9qv0wXM9cUHwLK3q7uvwvrDXsrm0vfQZM9A1JvPONC42aPes+le+VIA9gwpGncYjhqjGnQYHRozF7gX8xrXGRQc6ReiC6sImvuE6Hbimdvh1ZHZVNuC4UXnoOh35Wnfad6X2YrVadn83wbln+zt9Zn+LQFpBNwG3wdPBz8LLhFfFC8cSCFwJQwlHSVBJBMk9SYIKgsuxzOSNOQy9zLZLP4pbieZJFMkVyMXIPwc0RjJE/ENVge+AzP/K/cO9fnzy+mk6RDlZN423fHYNtjx1l/a0trM25rdTdyQ2r/b6N1X25fhY+Xo5zbtA+4Y8hL2xvnu+10CUAWIBiAIlQeVCbkFjQQkBkMHLAYACP0EUAH//UP0EO7V6HXht93y4BngaeSV6KPo0+0O8Zjse+u27P7n+ONU5rPpvOzp8uD3e/w9/4EBrvxU+1EA/QVeClgTsyCGIqAj8iTTIOUcpR1+H0YkoSzFNN48J0KHQu1BnT9HN+8uQyj1IM8c+hfjD6wQ1Q4nB+kDBf0s9sHuT+TS3v7ZitEN0VfLYswA013Nt88szzHMSs0hzEvLStZt38Lmv/Sn+U39MfyL9tLzUvXU9vT94wd5EZQe7h8VIC4ezRTrCjABo/i09vT5xfl5Ao4KeweHBTL6Wer23xLT58zizSrUNtqf5U3xfPKc9ev1sPDT7RHtk+ov6hXrAe/h81L4xfxtAwMLpg5vDhgRGhFpDQsMegjIC+MQ5hhCIE8ryzdMN1U6vDveNmoxUireKmopCyUqJjMpwSy2LR4reSZJH80QiQNx9afqv+Yn4i3hneg07pDpAulC4p7Y89BAxo7BeMW1ymbPWdtX4YTl4On86aTqp+4/8B/xGPohAWQEPAi7Dv0OaQtNCsQHgAl+DQcNgA9sFC0NfAaWADr3svTc8Uzt7u/E9V7x1Oyg6k7kDeAE4bbcfuC963brD/Gu91j2R/ZG8t3wdPJb8/j0h/pUBKgGDw67EPgMlg+ZDEUAQgAABUgBogdEEz8Yfx0wIV8dfCJQJP8clyLjJ34mtCmXKXkoqysfJ4AfECJJGxEUxxAADEQM+QerBfsC8/+9+S3zyOsy5b/i1Ndq1kjXtNRu13XZhts0253d/94c4qHky+UB69ftKfAV8+r1kvun/z4E0wrODwQTlA6EDyoNZgfjBlcDEgekCs4GdgUPBdj82fgZ8aTsye6D60PqMO087/fv7vEP7gXw7e6j6XPrjOkC6pXy0vTx+TMCVQV8BIwBSQH8/VP86vz1/osB9QeTCpUIPg3OCdgD6gMeADj/wQJNBnYKABZCHH8gnCVjI5kjUR/gHHAd4RuWHFMfHxznG7kdKxmDFtASSAtGCNT/TPdy9g3yN+8D8oPzVumF51Dj3NVF0ZbTGNE605rc4eDR6KrsG+0T7invv+1t7mfxQvgH/5UESg2vEiEWmhL8DxMKQQUOBp0CAQddDtYLoAzJDDsF0f/Q9xnwce8k6xbn0+1X7ijuPO9Z63/rUumm49Dmz+6u7VLyOftf/mP//gD8AaECLwGR/skBMgSoBP4FrQecCBcFJf8U/5P7AfbR+Pr7zPuo/1kBmwB7AuUCKgQWCY8PBRalGdIc5yDIHFYcXx0ZGucaWBuGGcEacxsvGmkYeRQcDnIL9wWh/Cr68vRg8NXrEuiz5NrenNpA2mncwduU3nPeGd0t3kfcmNww4k/oMeuk9L77Rfue/Jr/XwGdAyUJ0w1AEg8XEBp5GAQWgBL6C+kGIwO+AlUBPf5oAWgAR/pV+nLyAOia6DTiGuBp5Abj1+Yo7BTteu997+Drxe127OzvJfWk+EP/LAW8CLELig3CBmMDAgP/Aff8g/4Y/zj+GADr/Hz+bv2N9+PyoviU+Rn6AAEuB7IPZxLCFQgbtB6rHvIg2iO9JK4jfiGmIhYkFydcJy4pZyXTHI0W9gkx/2X69PAu7Rzt2+XS5QPlKtrB1pnU7MqXymzOsszd0Rnartys4aPkY+eV5mrmo+zd8//6kAa6DtUVABx1GqQbUBrzGg8aqBtbGFYZixcyD5cLsAUvAWf5DfYo8z70lfMD7m3ts+xe5r/faN8M3z/hDeST5lDvlvHh7lPvnvDO8Rr0n/OU+RkD4gEOBCIIPAbIAS3+NvvH/BX3kPYd/Mj5xvqF+mz5mPrH+aD3Av52Aj8KIhRsHaEl2yvNK2AtqjC9KzsulzA7Nig4zzhwOVI3Ti/YIy4dQRBoBWX+X/Yh8WHtd+f84m/hAtqozmzK0MRkwIPBvMOpydrQGNj221zlCels5gvr+OwR7iD14fyABacS6RrOH/ohaiYKIjIiDSflIWgkaR8cGLgQdwmN/rP6Lfsh8xr4zfYB8WPwYO7z49vfmd+t2l7dWN/45PPrmO+g8VLyF/A87nTtqOuo70n3bftf/2UCfQUfAkD9sPn0+AD71/dM+/f9O/9V/WD47/lb/i/+Kf8KC6sT3xQiG+MjGimuMNYxRTb4Pdg7wza4Nh45FTTLMyQwtjLHL+sh4hmhEbEHlfaV72zqkuWY4DzZStmN1VfQZsncyHrLw8kSzWfOMNbz2eDbN95U5jXxpPDF+GcALAVJCUoQaBJmGiIgXRtEIk0iGh98I+UiwCBTIewdChRFD/MI//he9RbsiOWF563kVOb66lLrcurK6wLkDeLP36zaf9tf46/nNvCV+g//jwMR/kL7/PbH8sntE/Ox96X88gS0CvIQow+oC8YEU/4f9TPxRe729vX/QAlDFiwgtyLKIC0gaBoBHJMgsClrMVU9mUQXRAxD4DlyMKElOB63FgAV1BZqEFQPrQxtBAP7RO/D4wfctNWizQDOMNPR1YDbDd+J3rzig+CM3bvhb+Lm5LPpR/SN+3UE8gc5Cd4NMAv4EokY/hpJJG4lkiBSHqoUOQ+rD3INzxD4E4IQiwib/MDyvudc3W7bw93631zl5OgX7ADufuy46x/tyu0G6m3uYO/O9Fv7F/8DBAAE3gG0AKX8+vfd+Sr3tfnRAKoEQwnQDRoKYggVBPD9MPxA9iv5qwD1BOYNMhYtG/YhyyJHIHolnyZzK+A2ETw2Q5s9NjVGMAgmUiHZHfEaqhsEFwsPtAYv/C3y7+lY4s/gkN5Y3FPeCNwI3fLa0dTt05zZvd0e6Njz9fw9AfsC5f2T9kH5yPQD+XUI3hK/G5cn6CNiISAdyBFWDowM2QvGDjUSzhH6E2wMOQO3/Vnzv+rE6erlHeUo6APnP+sE7ozxOPTM8UX18fV28ZHuZ+sD60HtMvFm9m35Nvpv+nH6O/59/VL42Pj69uL0i/jT/FP9PgS5CvMMzg+2C54IhgaEBowMIhUKHZMkYSlzLZwy3jV6Nqg4cjgxNGQyQTDALYIsTik/IDoc7BjfDQ8JqQXm/ff4dfQt65jlzd/51LDUH9db1lvcheAt3wHjWuWt5fnnxOt/85/7KAHOBQQJNAhdBs7/Ef89AZsBIwvPGKoiJCYqJZ4buxIVCN/9uPzUAYwJjQ6+EFQOKQeQ+ZzwielC4h/jBOWh6InzpPpw+5/3Ze+O5JzactVD1EnfA+dP6+jz7/W29DPwIuof6FTv2e+l8Nj7UQKQB18HdwQhBDsFiADIBYoVwRwLJB0oby39LfAkQB4gIEYlMiruNRRBdUkeRxQ9SDUiKckaERS4FCIahx12GlkZKxYyCOX58PLm647khOBA4srileIq36/dVN3n2kDWOdI71i3Z0+DY55nyEvup/CH84vsU/o/9aAC5A3UH+QqsDgQRxxT5Gi4egx0XHcEXAAtSBdQDXgP7CIkNaBDdDewC5/Xd6GvdatbW2vvkqu4g9PTzqO314M3Sj8hIyqbOB9dP5UfyrfbA9KH0b++36knocenS7an0Q/zaBeUQzxRjFx4YMheJEzISlxJWEyoZBRzPI5suYjWeOVg8bzizMdgqviG3Hp0eUSDVIh4nySa1J90jxxheEPUF0/zC9ArznvNL9tv32/UM9q/x/eq74xXbRth82cfbqeKI7qj3J/nY+az41/KZ7Jrq3es/9BcAQAgIEWgWrBMECzcDCv6e/Db+tQS8D+gVhRbmEXMMOwO49wTyp+0478rvKO687tTs1Ojp5Y3hW9242tDUYdPx2HDciuHl6l7u1PLz83Hwsu0u7lfsfe7Z9s/9sAdkDeUQZhGtDn8JpQV/BPoHZQ73FFsezSMoIa4dnRxrGUIZkxrEG/UhxyKzHxwe1BzOHPAcSB5cHEUZyBJ+Co8HuAd+BLkBAANiAkcCWf8P/Lf4KfYX9yH2jfem9mPwjeki5efhjOaA8cL63AZ+DKsHWwBY9DHrJe088I764wefDxwR9g92C9MDOf099W3zL/Nn9RP4p/1dATT+Xfgm7ZHf1NIRz8bQOdor5+vtT+7I6WbhQ9pC1yzXId1u6B70k/pr/Yb8Bvob+Wz8PALrCGYPdhM9FPMUHRNYDvcJNwe9B5MH1wmlDvwR5g/xDRMMKwfOBq0GfQVwDScTZRV1GUIXpxPuEmQQNgt1CyALAA15EDQUOhzpHLkZ9BWNDtAGYP//+2D+DQQ6Cn4M0A0yC7MBEvVb697ne+Yf6pHvnvX5+y/9zgAeBmgGUgMd/+n6s/m/+Kb5Mvxr/ZD/pv3p+RD5TPb684b0TPKj7M3iIdYv0HfRltTn3O7lLOk66Unkldpa1avU/9ZD4LHqc/FL+eb80v0QAWsA9vwk/g8CcAcTEKMWRxzXHmkczhYvEu8LYAdYCvMMMQ48DRMIewRFAkv/kP0UAAQGRwxHEbAP/AxSBx0BcQHaBOgIYQ0aEfMT1xdvF7AUzxAXDxULWQgODL4NuBJ5F0YZpxWwC3v9MfKQ8NzxkPkqBVcL7xB/ETcLaAMX+hbyrPFl+nwA0giSEAoPswjpAJ33BOvo5DPj3t+i4DHiat4M2FDSHsmhxdLH1chlzzvUc9J+zhbQlM/UzjXXhN0B6VX2+f7gCvoSGRRMEw8RoA2ZDW8Q/BjfJLQvADR7M10x2yZVGL4PaAtzBpsGOAX6AmMB+P74/eH/4/y09TH0m/Gx7p7txvEz+mgDOwvBEucRbAlP/ZTxm+oR6f/upvrkDood6CN0JC4bewsnAvv+0gMlFbojUSxGMHsogyAeGJsLngkuBy0E+gpODdINYBI0DUwJ+AFz9IHsQ+bd4Djju+iT5/3mlOGR1gnNbsR8u1m5Cb7uwRvF3MfsyKrH4cj8zUDTKtfJ3JPfoONg6/30swE9DzUbGiC8Iv0gsxpiFUoYmBz/IvsrqS2kMLsuTScaI1MfShepFAkSOAvICbwCF/zv+Av2V/iX+6j8AP1V+QbxlO176nDptewJ8LLz7vcZ+ZH1qvUc9MPyJPXH+Bf8fwD4CYISxRfEHIghIyIvIqgmQyghKpQrxSlMKHAj5R8gHM0XhxQRE3AL/AT+/Vnwn+qv6SLsKu888szt7eTP2Y7Rbs9nzYvMLck/yBvCCb9JwErChshJzlHWW9sr3qnbeNq626Le9+h29fb+KwYWDeYK6QoeDC8NuhStHcgmvSoOLf0tlSqjJlAlmSEBHF0YqxInDuUN6Q7TEHESthHwCncDTfyq9iL19fP598/8N/wx+5f5FfI96YzfwtgL1UTW/+eI+hYKyRghGRETxQ2fAzj9cwUwD2Ue6zIaPQlBrDsKLGkiBBimEVUZJh0GHe4eIhpCCx8GXv/V9ir0fvHu51fdethe0QrUD9gm3abgPtzG0CbHPbzTtM66HcUp0lTfs+gc5HbaC9N50ZfVWON/9ev8WAKMCJIDa/+3APH/JgadD0Aa8SSKKXcnfSPrHaUYvBP2D9IQMhOvF3EfDiMzJNogIRf9DN0C0/rC+0sCPATaBuID1/9v+nDvKOx16ljmzeYn6WPodOqC71f1Q/nf/ukCvQHfCnAVaBj6IakriyhCKqIufi52NDs5tTETKr0i2xFzDkwVDRapF0sVkQrv/3DyyOX65pLn5OCF47zhMdQSzt/I2cy02BTbqNrf2AjSkMTXwSjCyMGCx9bNN9tE5jnsEvL885Pwm/A58HrtvfI3/lUHHhUJIc4gHx/3GsARiA2nD7kQqRc3JWQuzi8DK+AhwhlqG3cb2BiJGlIVhhAhDR4F5PlO9kjyT+qP6+TsNecg3/ne4N8q3Jjb6uH772f8DQKcDUsZnhnkHI4ndisjLvU44D9RRCZJMUZZPD80aS35JFYisB5wHYEc4hMoB3/46uqb3OPTZtLB1cjWHNX02JHYsNFNxzO4pqxMp92ps7ZI0cDjIeXx59zgN9N6zNnMqNdK7eL/HQ7HIIchHRGVCesBZvtKAPgI2xbLLKY1KzTRNuMuqRqWDZ0PXRJWF3sjHS66MKIrRCFvGoYQOgC1+un5cfML8FHqTeNi2xzS8tEa11nguuXP7BTyq/FA9Mz84wmlEmMfxymGMP41UzokQwNIWkgZSN5D7jtDNQ4vljMEMWkl4yQEFsX+f/ZE68vfUeDc2/bVlNQVy2bJwcvfwwLJgMo1wNDDlcPXvVLEJMvn0jveHuYQ6oft8e2B6njry+yT77z5cQfvEPcWLxjiEh8JWAY/D84R3R2CLicuSCh/JDwe2xjiGmIiviz0KmoimhZZCPH7C/nlAPoDnwKF/VzzBefC4AXbXdqg31bix+nY8Krzo/j/+7v+hQQfDcwY3yDGKgI10Do6O88+G0JgQGM9FDpsNUYs2ySaIE8hVhtMFgAUzQ07Akv74PE64q7Y5M6Dzu7RKtNS1djUhc9izN/HwcO6xAjEDMUa0Q3fyecZ71TzKuvN4g7m0uRj6bzz1/lH/wUFMAZ/CSkPYBTMHVMlNylmKtkp8ykELA8ubS7JLakpKiIUGcgPKQq8Bt0CLgXiBhH5nvKI7hLlWOG+5gvspOU55qfkVt7N3k7j1eUt6/n0k/91DHAZ9SDAJ9ktyyt3LtEx8jPlNjo5aDzTPa86ADPVLSIjIxgEE0kOkw5UCnkH/Qee/Kfw2OxI5ZvdN92S3IfVQc+4zJbKyMv80NXUOdK2z8fI6sJaxITNZtvj5Hfuie9L6lLoSecZ77b6MAfOEu4e6ySTI2gpjyvtKggtPjDeLUksgysxKIUhLSPtIZsU2hbUEg0Fcf/g+nzyH+s75b7iX+Yj5i/mIeo36DnmSORA5dTnSes58Qn5CgNZCaIQ1xjjIQogyiS6Kesjxyp+NKM2rjp7PNk1jzNfL7Ev7TeONmEwzSmGFo4FcPxl+Av7PgCF/ELveN84zg/CY7iDv13KJMYJw17F97ixsS21OLlSwOfI5s2kzlrTXdAn1fvdi+bT+ZQMIRgCJwswWygVJ6ElgiGrK9ozrzUzQNJIcD/gOng4hiSfFgsRXgo1BC3/l/a57/Ps5+nt6jTuNPQq8TLnROIT3wXbwuOL920Ikw3eD78OBARX+2L9RA+HG24uXztpPqE9XDn2NYQ0pTUtLr4ndSSVLCgtdy9UNVswORsMA23tg9S6ycrKxdck5y/red7xzre0jZipkJyYHKvlwfHZAuDy2xvNzbp1sly34shy37/+WhF5GE0ZYhRsCrsJYhAxGfomazE1OxFBokFJOtUzayhMHMEYUBa7EmkTFhDhBZj7Y/L37CXq6+n+8Hf6Zfnr+FH1T+2X5HjkxexN+60HtxG7H0Mg/BwvG9UbwRZjGichoySSLZQ0uTvSQHlDdTpjNAEswhtbFlgY4xKmEVoUPgyCALL0AOGq0AjGS7XrsJiukqdAqWq3LroTulnAPLmbtGa3UrfEwY7Skdsy6sH79AKbBPECIAWpCq8GOQ70HIYlbyrKMiU1RS9ZIiETHw9QDdoPXxWvG+Qd2BMfB7UEqwDG+nn9YgIM/8v5PfTi71f6NQPaBb4PRhnkDfYBfAy2DrcLexV9IKkkGSM3Hjkg5B0hFR8e6SPZJAIr8i1OLOAq8yj+IcMcwRNdDIcEyfnj8efoCORY31HUD8iuvyW4irZdul+4bbeHtXWyPLbjv/rBX8gj1JvRldJ12wDjTekN+nkJiQf7AysCM/vJ/iAKgBF0GJYcoBkBGEoYHhPJD2UMowtKD48X/R3LItsilh8rF+8IRwOjBcUJrg4VFHoYpBlOEd4Lmg2AD18O9xK5FpAS7xMWGOsZ1BwIIXUd+heAGcgWJxH5FOEZ8BrOHU4adxIeD4IHM/9R/YH4gPAt6wXnL+RO36bTi8hKweG1PbIaujK+AMVjyMrFTMcVyIPIdsub0qXZ5OMn55Lo7+zy6SnrOe0P84D1EvtwCKIMbApODmUR1wqNDeYWCBjYFnca9xvhG6wXRxaqHMsgcyNgJlsoYCHAHY8iSSgoLfMrETDuKtAdGh32F8kUfhh9GY8UKBQYFx4RmA/TDLkD2/+5/I37kP++BV8IkgOh/eT3kvRH8Lzwl/Vz81fqCeKa2RzTrNHm1VPe3t/D3WHaWtX/zDvNqs5DzofWw9tI1jbYX9521F/ZC+BA2Grapt413fvmDvEW7+X2OPeN8lz56f6j/g0D0gzlDswQ1RqmI+wjAyYTLKEwHzIwMqU1fzvKP2ZECUfRSDtGzzm7MdItuyV5IZEf6SCBH0cadhGfCaf/xfXB8HLo4ek56vHrNOuU8QfzPuv55hPk6+HR2v7k5fBf85ry5/Ib7pfl5OKT6LDxLPQY8tfyru795Jfh7uI15pvm3OJr3wbh/dclz3DPNtCIytjGWc5fznvNAtId02LOH9QL2jPciObb8ED2hwAMDg0WEh+qJDopgi4fONdF0FUtYMRkTWe4XZJSE1HxTh1Lo1EKVodNwUEpNDQhuRGCCj8DzP8v/kr4re7V5CrZndC5zR7OVNHZ0cXTbNM901TRp9Zr3IbgDuk77ULtS/LG9wz2nPyQAvH+BvqF/uv9+vofASAEYv349NHtqOMB2NzPx84+zgvOE8smxtrC/7qEsny1GbbXtn7BD8xnz4jYdeUs63X1vgOhDu8XmCn8ONdGtVIFXDlk42ZnbBZyVHXQdud18W+eZ0xeelLkRzw/LzdDKkofihUTBC3zQugs3zHWctSmzlDFNsI5uUC1f76zwmHClcvV0O3N2dP62QzfTugT8dr4MAQlCYwG+Qe/CU0K4wlPDXwPmwzjBTH9UvaQ66Thl96b2HbPF8pnwOi2hLO8rXSqQK51si615LmlvorBFM5h27zjAvT0B+IS6B3wLpw4GUXXVRtk2XEZf9t+MHv7e3N103GYdrxzGWoGY69XrUV2MxMoQhZ9CNABdPXk6d/lstwaztDCGLv0teew87hdwjzEfcNgyT7JzcUMzXDW9OBd73b5ifxSAxAB5P9mBIEHgQoaDkEOMwnxA3z/C/qy8jTrNuYB3jXR08sExdK8T7fatIGwma8vtSG1s7QovZ7EJMp211bn0fTn/ioN7Bz9KTE2XkawWEZiU2Zobst2Q3MTc7h9/38Pd6Vzv22BWVRLID6/MScq4SMVG9cRsAjN8jbfTNWwzRHHvMnYzhzMXMj9xFLCmsEwwQHEmc2Y0DDTkuKY6bnphfFq9OTwWfbp/oP/0gLOBnX+0vqc/Zn7tfsr/RL0YeUW3VbSJsmZyVXPtczFxd3Evr4PtTK4fMG/xdXNGd4r46Po5fPx/bMLhxfGJwk2hUYsSnhQQlrfW89kd2s7cV5y73HparBlp2BeUzBKD0B1NBsshyJgGVMUrQhB+y30j+rV3hPZxtVZ077U6dSI2KLX4s6TxNm/ycN9x5DQTN2p5VrnMucz33fWPNog4sztTf+rBJf+6fqA85vso+/b+V/1yu+B7NHcxdKd07/YNtgb2ePY4s/wx8vFMsyt1Gvd6OZW7trxDPTq+xwFDgruF1YnvS1APD5JjE9KUQ5ZWV6RWjpdm15uWOtXZVvsUQFILkR6PB8pICGIHb0UzgwRBoEDDPmm9ZryTO1p54zeZtk11efSr9LF1ejVsdZI2frYRdJwz6PN3Mxq0XbbyOeE5ibqY+yW5wTpy/K09aX3Ev/89FXrgetk7V7szem755Dg49RY04TiU+nd6EzqXeEL1izSstQV3yDxqwARCbEJ/gNjABb+JAh/H/Mq8y4MPPpA1T2XSjxUs0oBRydHcj4HQOZLLE9RTjpI9jngKRYcVQ8OCtsMmw8eFI4PJweo/yv1/Opj5TXgVN3m34Plf+O14JzcQtPF1VPYAdR8yrHI9MZZyUjVnuYd8FzqzOhy4eTW+NaC3rjo4/Ju9ZvrkuY44wncVt9f543v6/O+9/LxRe7H7YrkpeoU+BH7Q/0ECLYG/P/eABP/XP1kA5sQYRijI5QqAycWJbYpvSnaJoQtWjQ9OKg5Kj4RP8M01iXRIpQfcxn8HwwplCy3KWQgYBQWCd76ufLR/GIJJxACGakPjvZA4/HaONfX233s4PS77zLiItctzmDJ4slK1B3hKuDD3XvaptSczyjT/dtx5C/lveEp36PaldaT1k3eEuVI643wYvCD7/DwyO3J72r0kfO/93AFtAvAB28NVwiN+uD+wQfyCvIXXSLLHSwdHB7EGpIZmh7PH2ohhyUCJF8mJSytKqAoVSpDJA0dXhehG9sdBCKMKPAtsylWHa8cmhSjB3MFtQ3QCCwLzhU9EVEC2vSL7c3g09iP4TXmoejH5eDb4s75wn68z7qoyBzTa9rD2KLPH8SrvDO8K8qN4XvtrO2a7z3qOteb1+Dk7+0G9t4BTAlVDW4J8QopEHAKWQQWCu0TyhUjHO8juiCOFyMTNg+xDAYIyA8PF9oUURDHDjAHEv7eAQYHAwhFBtMNsguOCjwJzA7BEhcVIBzKGxEaIxlhHYgcRiPdJiUorClFKKsfdxv+FiERMhMnFI4U/w6VCjj8mu7950Tk4uBo41HqnuU12m3MV8MKvvm8p8d/1CzTFM7n0NHIWLuxxGLQ69Tc4pfr2uWx4IPl4+iY9EsFjwkeCacGLAY/BXMMtBwgIjwhTh4DFdIJ8wgkEY8UthgrFy4O2v9t9/r6lPhE+rAAOwS+/p36Zf59+pv24fv1AksGrgpFFuYgdR9xIQokRCPMKJEzHDwPPe85Wy7xJmgjIiVrMtQ1AjTILVcYnQZ9BOwACvp5/fL+1PNy6XXeS8ySvyi80L//wKbFocfZwJe48K89r8qzv8Aaz4TTKM2JzKTM386J4RP20gMPBWYGMAP5/P4DnxWwJ8UtYTU/L2oh3x3iG0gdfSGVJlchnx7XGgAMyQURBn8DovxR+5722eu968frsOss7hrxIOoW5Sbr1ezJ9EUFvRBiEnUTXBO8EQEYMh41JxYxjThSOe06HDrhMMstWyxeKiYlSysgKP0lASaFGosOhgBF+IvsMu+q8xrxrOzs5/HZh8oYyW3IQ8bvxuzKoMWHwXa9Bby7vhPDWsgv0KXXCdjD2/jcPd7D6HP0OfujBNINZAocBmgQLhdJGM8iwysoJhQfPCD8GVkWkhgBFggUOhGjDzQIJwU2BWz+CvZD8iPyWu9U9CP/TgEG+kPy3O/T7nXxcP+7C4UQZRNrEbcNbAu3CosbIiV5KDAqXSaRIYoZTh/zIagnFSnfJwUnlR98HIYXDRb9FGgU0RQVEZUMXwkG/snwGOwm5+HoN+137qzqG91V0qvLQsiIw/TI59LozXLPks30yUHJQ8oPzb/PqdeO2f/kCuwu7033zPYp8dv0pfcb+NEJxBXRFysTbg6yB/oEkgk9EJcZ6x8MIecZhBSxCgkLpgxNEGoMTwJjBL0EiQiBB/UVfBIhCVIKZAAd8gXtP/1DBBIPqBI/GbETBgIdAC4GGATXCU0d8BwIHB4XRxUSFCMUFhVQHVod1xTkFuYbwhapEcYW1BX5DaoOuRIgBfX/9v7S/ET4OPhO7gzopupa3n3Te9CL0BrI9sOEy4jJt8NpvUfC6M2ExB3KctK1zInL0te738Xk+O8R9VH2R/l6AJQGMw0xE0UWFBbbGgEf+STVIzUnESsiJEIetRXeFiwW8iF5MaEq8iL/GbQDNPV3+ar1l/htCBUHm/gL8S7mNNeE3Wbpf+wV8632DfQA8HL0j/fJ9Ib5DgM8D4ENjw0FE+MSJRbPIAYqmDGiM400ajqhOvs+kzqMPoQ9JjQ8Mb4x4jJGJX8iKRrtDaoBQfZ87RnpouHf087Wzcrru0y1orWVsUOpaapQpr6btpMemr2bWJp9o2WudrKmtZ7Az8Muw03QHeJO65z4vAqWGGMbSCAYJM0nPy22MhdDmUA+RUhMVUq7SspPRU7jP7JAvzuBMpgyIzRhNZ4pEyFOFYEA2fTr7yDxpOtB8DbsRdfdyPvG6cITw5fSzd1E4LbifuBL3OTbXd8U67L2M/8HAiAQPRKpFf4ZUiHiJLcoVjfoPKZDn0bETthKGkJHOhM3Ni/lLkc0zzVEMLkgKBGp/JTsAeaY65nmJODM2q7NorolrpCljqD4oX6oH6tvpPqlU6bvp42l1arCqlaqv7EbwmrUtdyO62P0zfHq6JnvHfpbB7wemDO2OHU2BjkBOiw7I0BfQutBuUTFQ6pDKEaTRs8+IDSHK6sgzxqbI6smRyNyG+cKgfQv4ormfehU6wPwgPHt5q3XKdk31r7Yid9a61Xvr+wT7sDlJN5O3Xfsmf15CoYQ6g6CCWIBC/9TB2MaRicUMZI5JDWNJugdah6tILAlcCsYLJkpox0DER4IuAEEALT+mQDT9jrpP95s2EzVXdJv0BbInsa2wSG90cAMwinFucanyQXFqMNCxsfKFNHX1i/bTN1b4iPohvCx9T38Fvwf/2kC4wkXE3kcCSXFKTgoryS0Kr4xtjLzNJQ+eTgFL2YstC9ZKvkvBDlRLaAeZxeyDXYEShFSEXQHoQFb+AXoU+Gl51D0RPoz9tjzrucB2grSEdiS3ObjtO8G+Ar5h/Hn6+TkKOKn6M71+wc+Ee4T9RBsBsIChgEGDPgYwyZ4Kvcp8yhSHV0ZnxulHXkemx3YGK8TugvIByoGLwWZ/fH3/PDB5J/f49s921jW2tZ31ALRsc1ixBfBxb2pwg/NxtOv1RLYKduL2bLbAt4I3gne0OOb6jLxzPdnAlkJuw1hEOkJjAsQEdIaUyNpMlY4YTIkLmwujS+pLzY1iDt8PWQ0mDEILSklwB/cIGgf/BeFFM0MAgVW/LT0AvTd9JXzevBx7mDol+CE38vgx9zW4PvoJO3b7HTpn+qb4ZDh5uT46l302PZj//MCfwDWAEUIpgusDS0U4RWbFF0WNxu8IRQrLyxFJWYd4RfwEuUOxBGdFZQWjxLBEGUL4P569J3w3u286m7mD+TX4bvcFtcO0sjP/cr0xTDFb8i4yp7OJdbR2b3WNdoo2kvdGeOo6CfuJPIP+O/2E/r9+gYADwW3DysWoBeUGUUXgBvAG1siwyejLYYwLzICNJgyGzRhNBI1XC51K4cqDCj5JZMhhCD3G1UW4RIdESwMsQB2+Wv2B+7H6fzvPfEU7G3pF+Zu3aDXFNZj2T3eeeJv5HbmO+NA4a3jquYE7Czw1/Xr9xn9AP1SAeYJjA/9EfYXURu6GiAcoh62IcsfRCSYJTMnxCTXJMEi0xwnGoEVgBKPDU4O+gkZBGAAmPgC8t7lHuTi3kLbNdm21NnQ+8b8xobFH8gUykXNOMzky9DMG9Ex1t/aq+KL4wrnt+g37LvuIPT7+9MC3geEDb0SEBPkFu8Yah4yIqglES09Ly8yUzVZNxM2dzPnMfsu7itlMAIvgy9BLI0m/R5EFDgR9AxvEC4NDQwIBs36Q/Lz7Njp6ujJ6Pnjg+J33EvY5tel2GvZvtu93B/bEtun3XPfseTq6BHtdPFN9Dj5wvio/TcD5QgeET4XDhwWHbgf1yAsItAlhCaIKoYrfSscLEknwiXTID0fpBy8FwAUEA5vDPwE8QAO/Mb0hOy05J7fWNn42TDXCdJRzl/K4cSawv7EzcfoyrDMNM7wzUTNUdIc3NTgp+Yg6PXozepS71v3cgF6Cl8P9hSdFBQW3RV6HPEgYCkoLSgvTDEqL2YwRCwzLjgtmy6QLyswBi7XJmMgwxtvFWgSFg7zDPAJaQV7AUf7Fvjb7uPsb+in5ZvhlOEo4VXgDeEr4NfdvdfG1rzUQdoi4AHpr++B8lLwPe1G6z/u0PRK/hIM/BOWFkYVyBIHELoQoBevIZEnDC8VMC0tLCXDIRAeOR3nII4hZSNGH5kbLBPLCb0ARPsr+rb41Pdo9r3ukuat3SbX4dHO0RXTx9OI1SnQcc1JyUDI/cfSzZHUddjd2xjiquSa44bnr+pJ78Xx4Px2BUoKHA3YDuwPYg4TEW8YqB1VIg8kpSWgJR0kGSQUIu8iaiGkJHYgZCLrIsUfihsBFtgQEQbOA44C+gLtBBwGZf9k+ATxBOmD5g/o3ekr7hLwkO0c6jXlLeK43IHhfeSS6Rjufu91837wQu918aT2ivgV/70D5QSHBCkFbgpUDzwVEhhZGX8WxxTqFY4Wpx5oI1gjBCPvG6MUyw3ADloO/g7/E7oQFAtlAu77bvLn7HHs/uxy683qfevm4qzesdrR16bWmtUD2JPZ1Njg2RfbXd7N3Eff8uQe5a/nJep28wbyY/BG+F/7DvxyAT0FUwZZBWAFsAfYDGMPig+iFnQTkBD8Dl4RuhBREI0WoBVME+MQmhFdDm8LKwxODPwHKAiWCKkE9gfCB4AFWATgBKL/tPl2/voBpgKOApwDpwFK+Nr2qfiM+qT71f7EArT6w/fZ+PX3cvl0/pr/Dv9IALX72/e7+7b/4wD1BCIENATfAED/wQMMBCQIVAXuCFwG3wLxAB3+U//d/eIBYf9rAv//XPvW9af21fMC8dL0S/VU9TTy9vF4773v2e1Y78HwVPCb75zuQvF97RvwuPSG8xX4/ft2+ej0BPfb8hXyrvKQ+F77ivrS/cj+A/tm9En4TPTk87r0nfqp+0/9jf6x/X39l/p+/Br7aP1l/Mn+KAGmBbUGUgbPCYMJkghPB5ALdQ1AD+QTXRd8GFMXPxfWFbUUHhKoEqoTTRTtESESKhIhEQYP0QqUDAkGNQB6AVsCc/9MAcgA6v25+fb1xfSk8+n0j/UZ9Fvzj/KR7yHwDu5l8mHwc/El8Jjute7X6/Xv0+9F9CPzuvOq8mvzkPQj8173kvn9+ev84f0t/vT+7f/jAE0BlQWyAsgEaAfpBXAFxgVdA5cCawUeBKgDtgNs/7T4Qfqf95f1ifdd+NDzBfJc7/7ofunq567nLekY7dTqsuvK69zppOpk6UnruezP7wH04vic+1j9KwAeAEAChQb6B9sMdhJUFQMZIR0wH7AgayD1IFofOR9yH0kf/SOEIkQiyx++G7EXzxGzD3AOQw1eDFULzgg8Azr+pfoH95DzdPJF9ILwEfCM74Prw+YS5p/kzOR55nvmBerh57LmJeea58/nNOpF7X/wJPNo9Qf3oPg2+vD6tP2yAYAFrAnUCpwMaQ2GCt8MGA4eEeIRoxQyE7oORQ2ICbcJUwmwCqcKSgdmAqr+afc886HzNPBb7svutuug6Jzmz+Rf4/Xg9uBT3dHdct163uniAOVg53joVerg6Pfqa+5o8uH4if98BIgHsAnnCmQPHRMpGKsdvCCiIsMikyR0JfAkQCdaKdIo6icjJ1cjsx81HocdXhsUGSsYxRIZDeoIUAUAAPr9X/5A/IL5DfZL8bfq2eZW5JLkUeeC51/oLOjF5LvhnuAl4CHhnOSz53vtl/Hf8mT05PSJ817zXPjm/KwC5QhBDRkP1gx9DLMLew3dDzsUlhjAGE8ZkhXSEm8QIA67DFkMzAsWCeUF4gKo/Y/56Pc980nwre1q6lzmVuO+4oXhSOBh4GnfWdxW2bnYudi32rPfe+Ke5AjnludI6YvrS/D59sT5e/0pA0YFQwcLDnIS0xaLG+gdKR9qIEMgfyDUIs8l5SbjJ2UpdydtJbcinyDvHJQadxn9F/kUCxSYD4wKswenApAAY/4B/ej5kPjP9ADxkO6r68zpt+m96w/r+Otn7Q3taOqj63bsKOod6x/uM/FX9HP67v8SAnwB2gCy/7z9jf41BH4Izg3oESMRDRHkDjcLCAn8CfYIfglKCvcJrwjOBF8C4P4M+gj2x/NI8N7tBOxR7AnsU+kO51jkCuKk3GDbFt1i3UHdbeHR4+Ljq+VM5h3ouOkN69/sSvMv9+P5Vf9oA74EaAcPDGMPVBKQFJEWMRnOGZYcCB8YITIiyCGiIqofrx6HHagbUhrCG3kaKBcHFtoTrg/FCwYKdQcMBV8B3P/c/V37XPmJ92f2vPTr8vPw7e8c7hntd+3B7uvvAfFr8QTyd/G98Ajyf/KB9QT4NPpk/bH+u//q/64BKwJ8AncEyAQFBqYGHQieCOkI5weIBIUD/AC3/tD9rf7A/Wv8Tvvf9/f0G/Bg7CnrHOod6AjpOel06O7meeVV5B3izeCv4JTjPOXE6N3qbO767/TvBfJb9Mb2c/jH/ZYBygR3B5EKjw0HD+MQXxP7FYEXHBmUG5EcWh0jHUcdeRxoG+Ia3hniGg0Z9Rf6FfcS0A9YDsIMzQmZCRsI8wRZAeP/AP2Y+jj5cfhL9971bPRl8n/z4PHj8HbxHPFV8O/vefAj8gn0JvSr9Yz3n/YV9lv4AvmY+gP9b/6N/68AugCxANoCywG5AXUCMgGyAHv/nv7d/ZP87PvU+U34SPd+9GjyL/Fr7xjsnes16tTor+iF6CroWeec52zmdeYa5iHnKulL6n/tyPB78Zbze/XI9i/5VvxP/58CfgZHCUcL5AwyEI8RQhRWFmoYKxmSGJgZBhqvGs8b0RygHCccTxoTGVUWIxW7ExsS0RDrDmUO9wqUCGQHkgReAdD/yP+n+3f6Cvo+97L1lvRk9Anz8/Ms87jzrfPh8YLy8fI68lDz8PTL9gn47/jR+rb6xvor+977Z/yF/uP+JAA7AX8Al/7p/qf+E/yH/bT8XPp4+O/30fT78ajxoO+m7YXsResh6S/nkuXq5NrjIeMp49njJuMg5OPkpuVA57Lox+pF7MzuFPHr8/z1v/l0/Ij/qgEaBdwICgs0DuQQ2xQRFtYX8BmlG/ob8hyYHhgfMh/cH7Yf4R3VHJMbLxkZF04XZRZFFE0T+hAADQgJOgaNBPwB1wBWAP/9+/se+gj4lvYT9FD1aPOi8k70zvIk8p3yf/LX8avzYfR89sb1r/jA+LP4yvpH+l78y/zz/gn/NwC3/xv/m/6M/UT96/uX+lr68/iW9mz3ZPT48l3xku7C6/3oledB5EnidOKa4X3gSeFU4bzg2d6F3lvfYt6J32HiMuTu5Wnpx+yH78/yR/bF+En7n/4EAR4Eawf7DM4PRRMFGNwamRzhHW8heyEMIq0jfyQjJL8jdCQ3JEUjtyIaIlYfHx1lGsYXdBUrEsgQCQ4oDLkJ3wZLBIkBjP+W/O36afmH9/z1+fQJ9FLzGvIs8zDz3PIe8y7z2PJp8hb0uvQs99X49fnf/Hv8LP0F/hL+Xv/v/gYB3wDoAGQBpf+t/7v9/vvw+sz4k/eX9S70c/Jx78rt3+rX57zk3uP94Gze7t953rjcBNy32y3aSNjD2EnZYNlt2gTeguGK4wbojeq+7XHwtvFt9ur5P/ytAQgIkAruDoATDBbYGP0bEx/vIRQl8ybKKdsrTiy3KzksyCt9KSop9ChaJ/Il3iSyIlogPR3SGfQV2xIQEOsMWQoaCK8EiAJVAC/9afoC+Bz2MPN38/HyEPJQ8vTyhPH+8Ifx6e9X8GfxVvIw8+f1IveD+Nr5f/vt/DD9AP/U/9EASgGKAqYCTQLNAtUA3QBF/3f8d/yE+UL4V/bs853yE/B97Yfq/eiV5KPiZeBE3RDb4dmE2F/WM9iy1tfVENel1qTVGdek2NHZad3h4crk0eg67Z7vKvR59zj73/8EBLcHzgxrEeMUGRl8HVIhySMJJ3ApSysmLYgu+y8YMUQxgDCwMCYvzCyzLFYqNyiRJrAkYyBNHtobAhYDFV0Q8QxLCjkHkQQZAfD/A/32+gD4l/eD9YbyrvLF8QHx5fCI8OHwkvHL8DryYfPf8430QPag9vT4XvkX+vf8Y/0q/vP+GQLE/x0AiQGV/+7+kv7f/Yj7F/x3+RH3KfcC89Lww+4f6zfoGObf4lvgp98a3HXb9tlZ2PHW5tQK1QXUxdMo1HPVWNUJ1yPZcdtu3rPgouQi6Jrr1e559MP3cfsGAUQF4Qi9C1oRCBQHGJEcWR9CI/ckoCdRKXQriSyNLYQvIy/5Lh4uYS3+KrMp9Sd7JmYk1CFmINUc4xmWFj4UJBFADY0LuQngBYgC4QDR/hH6hvn++WH2l/Uw9gP1t/Hv8c3yRPBH8bXyWvLH8171kfXt9mf4+PeL+TT7CPss/EP+4f3f/hgAbQDk/wsAlQCu/tT9/fwn/M/4Cvgd9w30PvLJ8JXt+Ond6anmeeOp4iHg1dwY2yXak9nH14fX8Ng21wTX5tZK2GzZqtkp3IDeZuAH4uPlkei26pjub/JK9fr54fxTAacFtAiWDXgQXRNiFvAZURtqHmchUSLUI8QmqSerJqYo8yjEJ3koJCcAJvIkbyIPIh0fcR27HLgZ9heEFUETehCpDGgMdAl9BQYFOQJj/03+tP1V+076P/nE9xj3a/am9aL1bvWJ9Yv19PVA9/H30fb69tr5Zvhd+ST9yvzk/IH/7/4Y/8r+Ov83/7X+Q/+S/x/+o/xy/F37/PnU+On4pPYG9bLzHPI57SDtDevW5yDoFOe/5DDirOIf4VPgj9/438Xdz90B3qTe7N5u3zjjjuL8423nCOn66RHtm+8g8t3z6vZy+Yz74/99AoYFgwjJDBEO8w8yFG8U3xUgGQcbQBu+HNIfCB97HmMhfCABHq0ekx8qHQIbvh0GG98X4hgVF40VlhP6EQwRBw63C6kK8AkzB9IEdgUsAgkBYgBh/6j9Gvxw/Jf6Xfqw+b75kfnt+HX5Sfos+c75HPqj+nb6PPpt/Lj6k/zW/eT9Nv5r/xwAHP6Y//L/zv0q/xkAbf7v/d39yf0d+0380/q9+Av5g/cn9vX0qfSs8UHxYvF87nbttO1i6i/r++q16Vnpzeot6rPn0uq06VXoTulz7MHrd+z679rw3vFf8m31yPXE9vf53Pn+/O//jQCHA7sFIAfQB7kK6gt8C40PABBHEcYTnBObFWQWQxWHFrIXuBS3FqkVnRRuFgwU9BNQE9UTnxBvEZgRBg7GDrUN3gxOCgoKFAjjB0cGSwQbBM4C+QIyAOABMv/S/Xr/zv1f+zL9TvzB+YD8wvrp+vj51ftf+v/5//uU+q/6pfyX/Bn7Sv/C/CX9Hf5N/n/9CP7x/3X9uP+O/lL/5f7c/U3/T/0M/j/9//zJ/IT7QfzC+nf6bvkF+jz4vPc8+KT1Ofb99cX1WvSN9Xj1c/Rs9QL1qvRD9I/13fRA9VT2//S997b3x/iK+rz6y/uZ/P39bf1mAJv/ZgEpA/IC9QT1BasHpAVqCEcJUwf/CZsLVQpeC7wNmAx7DD0NxAxGDVYMAw0eDvgK7AsmDaYKMgpaC7cJRQnkCD0J6Qb0B/4H4gQQCFEE+QTWA0kD1gO9APwB3AC0AOH/9P7G/pL9xP1B/Kb7M/wH+iT6FPts+tT5lfvB+df5zPtS+qb6MPnN+gb75/hv/Hb6sPp8+i77M/yy+f38Mvui/Ob6kPza/Dj6cv2M+2f75fua/Hb79vtv+uL7P/tl+ob8CPpI/OL6Ivvo+qr6ZPov+yD6V/qU/Kz5Xfwn+jr9lftz+8j9h/vP/nv8Of86/0z9BwHq/rQANQIaAJ4D6AKOApcCIgTmA+QCTQWOBfsEbAQPBZ0FBQXqBSQHCgZvBpAGHgazBXwGggVLBhsGdASgBlwESQTsBb4ElwUQBV4EGQTfAq0D9gIaAqwCSQGYAewAYgDPAKr/wP6y/v38fP29/OH7xfya/Bf7OPsp/fL53Pu++cH6Wvqw+UX8Afqp+7r6Z/qK+xX65vvU+5b6qvxL+7P8Wvrg/Rj8Gvt9/kz7gfzA/Nv8XPuz+8b83vvH+sH8nvsw+x/7PPsx/Gj73foM/HX68voH+3n7qPvH+rL9xPp1/KT7UPwr/A38Q/33+w3+6/xS/WL9u/1d/ir+af6qAMb+MABqALf+YAAc/24BYP8bA2wCDQErA44CCwKcAsYEBQLJBPECsQNCAigDJgUhAhQEngOABKYBGwPCAykDDgJJAY0CAwJ6/9sB1AEW/wwBuf4oAGn+RP7Z/dn9zfwI/Pn8avxy+1D9hvrI+7n8p/ir/br5p/uq+8P7W/zV+nD9hfzS+w38bfy7/Sv8TfwiADP8j/5S/ef/K/76/H0BLfyOAPj9bv7J/pH9GP86/Ov+kv72+kr+yv58+638bv37/FP7DPxV++L8NfoJ+437mvvR+lv5oPxh+fH7WPk8+7f74Pno+lv7zfsP+7D8K/s8/ar7ef1k/dT9uP1A/TUALv9E/7gAVgAhAfb/uQBCA3YB0gLSACsErgNqAkMERAO6BK8CHgTDBG8DQgQCBC0FsALqBKoCXANMApwB8wL5/zoDSQABAY3+IAIr/mH+1f2S/lD9cfo9/kv7Rv1W+qz8e/vM/Hb5RP0I/Gv6mf33+tT+qfnY/Vv+fvo4/5D+if9E/dz/TQLA/QEBwgI7AdAACwVLAeEDKgRgAc8ETQPGBBAD3wIwBAgDpgJVBDQBMwM+AdYBxgLN/qoB9//4//X+oP86/tv87/0t/Uv8d/xA+pn8BPvQ+Xv8AfrZ+r35OvxA+Vb6Pfpj+wv6uPly/Wn65fpE+xf+EPvW/Ef+sPy3/k3+0v5O/3r+WwB8ANUA7v9cAgACxAAZBFwCXQIHA8wEkAFeA3UFEAPAA7MFtgNSAYwFZwQlAIoEfAPoABQE5ABJAs0ADQBWAp3+IABk//j8ZP/p/r78gf0d/hH91vx9+5T9/vta/Fb9fPyP/Vn7Lf2W/Mf9LvtA/Uz+rftC/lL+H/8I/e8Ao/4G/o0A4f/7AIr+UwK9AUABMgGrAmcD0AD9A7UCEAO6AqwCuALWAksCPwOFAlUBWAMsAb0D/gBoA4ME+ADEAlgDrAE8AX8B/gEPAkb+QgPm/8H/gwGN/pcBKv9IACD+AAAJAfr9fv9FAMf/qPzNALf+5P7J/rf/aAEH/sT+6/87AQz9+wCEAej+yP76Akf/0f2RA2EAWwAvADcDo//c/isEdf6gAA8BEf8TAjn+tgJV/+YAPwHl/ggCUP2U//T9OgFs/7v9Fv+2/UMBJ/vZ/23/dvtRAJ39jf1x/LH+Bv1g/eL9tPxW/Xf6Z/8q/A77Xf60/FP9UvwM/+f7yPtQ/rb9u/0b/Bn/wf1s/PL/U//U/cf/aP+iANX+r/9eAM3/rP4BAekB1v/ZAQoA9AI+/9gAhAM4/w8AEAMwAXkBFADMAT0CTwFIBJn9kAMpANL/GAIAAAQDmf7kAvP/cQAjA2b/FgG1AR3/eAFUAKv/pP6o/hgDZf2DAd//Dv48ANL94gAuAGv+Uf8g//f+1/0L/5MA3P2u/s/8hQDu/rX7kgBE/Vn7Mf2s/sn91/xD/cz+7PzZ+vz8Bf0B/PX7Rf1T+9v65Pyb+tT9BPwM+lf/wfmM/Br81voS/kj5ivul/Gr8Yvug/In+Cvtb/NP9ffp5/Yn+5/ql/aj7kv3P+2P+s/6B+iYBdfq3/qP9Z/u7AeL6XP5M/j79sP4J/WX/rvwAAL/80v1EAnD6SQBt/0r+6P1c/1oCSPnOATcAwf7J/h3/qwBP/FgC1f7nAAwBWv//ADwBxP7GAs8A0f9mAjYBmQEAADYE6P/RAMcC0wEK/2YCiwHl/q4BVgCDAt//cgEH/0H/uQBl/tj+lv6h/kH9uwB9/OD8j/8K+5T8f/6e+mz9k/tt+an8kftE+sD5/P5O+GT8lPvA+eL4nvdY/V74pPhC+rn8SPcG+9/84vhD+kn8Mfw2+E/+y/yh+dX6WPzZ/Z352Pzi+wb8v/yf/uX80Pq0/8v61/8l/DD94P0K+20ALfkA/Nj+8fsi+3f+5ftV/Pn7bvtx/4r6Sv0N/JX+2Pzi+bD/q/6i+iP8gACW/P77aP32/jn9Rv8CAUz91f74/+QAhP/q/nUCHQBoAOIC5P9tAYQDWQPKA3IESgHaBQAFbwEPBPQFqwT6AsYFpwR9A08DtAYKBFwF6gI7BAYFCAPjAWsCMASA/+8D4f9aATD+cf5WArf8rv3g/Z78j/xj+on6Z/lw+aL57vei+WD2a/iN93D1uvYp+K/3NfZP9iD4PvZM9uD30fe89h75jPhj9mn7H/mo+bX3Pf1X/U76pvup/Y/+Xfw4/4v+5QCgAYwAt/0RA4IC9/3+Adj/twH0AJ/9VQGMAGf/jv4pACQBtf19/tD9lP1Z/Xb9ePzv+pn91vud+nv6L/wu/rv5Lf13/iv6bvoW/on6Gflo/+P7Xv3U/lv/lQD7ADoExARGA98F6Qh3BXEHpAhyCn4HSwqVDXYIDQyzDL4NDA7ZC9EO0Q1HC/gMCgk8Cs4K2gfoB5oHGAYfA2IEqwI1/4X/1/1t+g/6Rfr79x31wfVI9Svzh/Fo8ZPufOx78ADvU+xX7HHsQe6S7aLtBu+L7gTvu/BO8u3wOfMV9uD1CPdC+FX5J/mo+0T8Pv0gAKYARgBwAUgEhQIABZcETwQmB/UEMQebBYAG+ghdBz0H+wVoBxEGmQVDB0cFOweOA3AC/AKpAAoBuv3m/qT8g/tj/Gz6PPvS+df3h/jB9/z1h/ba9nz1nvMK9mf2ifRn9yT4lfms/Gz7qfwSABQBnAHuBbUJugfFDEYR5g6PEoEVqhUcF+UWvRrNGigaDx0tG3Udyxz+HEAeZhuVGqgYQxe/ErkR8Q8NClML1QYZA7YDMv6P/DX6q/jM9STyivG67LTqU+fK5O3j2+JG4fngY+FZ3y/gxt/I34Te1d+g4j/ix+KL5QXo4Ojt6i/tqPB98cjy+/V1+E355/uV/1oAlAMzBnkIqgquC68NxQ9XDj8P9hDQEEUSUxOSEwEShRSZFKsTQxOQEQARVw2oDJYLrgYlBtgEZgCH//D8jfp694n2qvQX8YbyCe9e7+/tnOu57NvrnuuM6+/slu2n7zXydvS195770f47AjYENAeZCQ8L/Q4zEhgTCRk2Gx8bpSLJI+MlcifyKIwpfyjcKEMlUyTVIXcgdx6/Gr4YCBaAE8MOcA3zCu4EHgMvAKr7lPYn9Djw9umX6hDlXuD84MXbWdos24/Zqtdq2Y3a6NjA2gvc9Nqh2z3dfN7P3l/hdeRY5V7o3+tL703xE/Ub9+P5zvyh/GoARAFtAbQEOQatBx4LZQ36D3YS6ROhFbEX7BfIGGwbYBiiGO4ZfRdcFt4V6BOCEScSXA5oCtoIFwQf/wr9Q/na9fjyUu/g7bjr6ej85ifoeuam5gfqlOjE6UbtSu4c7/ryHvae9xL78vuy/1UCzAR4Cg8OLRHvFqAbOx1VIWojpiWoJTYmqSaxJLUiGCKcICwdDhwqGeAXHBXiEbwQkg6MC0kKbAc6A+8A//so+OLyWu4I6+PmWeRf4jzgod5N4A3f6t2i3mPdGdwA3FDcutpQ20jdXd2B4GvkG+WE6Fzsgu1z8IjzQPTM9Ub4YPnR+/X9cf/RAS0E3gVQB8oKSAt1DV0Plw4FEp4RKhNOFU8WexgUGWoaNBriGtMYexdzFQQSuQ+tCwwI/AKI/qD65/XD8qLvL+yO6x7rqOi16Z/ndeXI5Srl2eWO5XTpNuqM7M7vuvLU9IL3Uv11/R8CcgWrB2sLaQ/MEwAXKRwFH6cixyOCJHImSCThIl0h1B08Ge4VORJQDqILWgrrCVoI4QjRCAIHLwWMA5f/DfuT92ny0+1J6R7l5OKk4PnfLOI95FDlTuiv6R3pkOpN6Wboa+cf5/HmoeZA6CLplevD7RrwoPIs9dz1mfjV+IP4d/lI+NH5Cvqs+9z7CP9G/xb/gQEl/54ALgAyAQkCVQTNB1cLcRBvE34XZxjyGZgZLximFs0UCBMDEE0PrAvPCHsGFAOuAAT+cPox9yH2KvJW8lLxwu5Z7+ns4uzB7MLrAe2b7QPv/u+F8in1OfUQ+077ov42ARgB3wR7BDsIIAokDpURYhauGX4ciB8XHtofNxzsGeYWhBJrEMQL4QokCf0H/giGCHMKIQk8CbcHbwR8ArD84PkB9ezv0ezw6T3oguco6VDq+OvU7//wa/Km853xrfC37mfs++tp63nrM+2O7m/vN/Dz8MDvVvCp8NzwA/Il8onzXvS89cL4lfnn+m/8Tfv2++f7QPwL/cf+SQGeBDMIIAu9DHgQ7hHEE2wXTxeaGGcYhBjqFkYX8hYvFTQWFxVuE+oRcg4qChkGnAGA/GD41vQv8bbv4e3X7GjrQ+r76R/oM+g7503mqOfr54vpH+wA7QPwbPJX9Z/4SvvY/xMCmga5CVMNnhAhFNwXhBlhHBocohtSGXkW5RN2EXAPZQ8xD04PpA+sEGARYBFfE2QRhBAkDQsINAPs/fX44/RB8m/wP/Cn73jxvvEg8y70r/WU9W72A/dD9Vr1V/K78IztZOy762fsFO5n73Ty9PO19YD3LvjB98b2gvWf81PwY+8r7Q3sdu3671vzFvjG+0/+DwH+AGIBPgG4/0f+3P0H/eL99QDXAx8IwAzOD+sU3xdNG30dPB5uHvobKRsIF88VtRItD9AM9AcpBi8DFAE/ADL+hvz0+lL5cfe29aDzNfAG7gvsk+hr5hPlBuS55O7m8emp7MTwN/RL+O/7x/61AWYDmwW2BoEIlAm8C44NHhBEE8MTLxWuE0sSrRAiDpAM0Ak6CJMGRgWzBLIF5gQaBeQFsAR+BF8DRwHn/kP9TPoJ+Tf44/eZ+AH6BPxR/dj/VADXAMwAsP7U/M/6dfjY9jr33/ZC90v4aPe79tj2P/bP9k34r/dT93/1nfK571ftHe1l7H/t9+8s8jb0H/bp+Vv7Jf3n/yf/eP79/F/8rvqo+j/8/P0KAdIDHAc+B8sIoAkxCvgLfg0sEKcRARNZFP8T3BIGEYAOnQvlB54FnQMDAWz/l/65/pj/0wFOBJoFOQejBg4FKgJV/rv6Y/fi9Vf1jPYt+NP5JPti+y37jPqG+Yr4iPe19pL2lfco+On5CvvX+uH7IftE+6T7LPxl/ev+rwCmAp0DjwIgAkgBgwAwAHkBkgFeArcDIgRhBosG1gZHBuIECANRAH3/2/zJ+3771fuo/Jj8av6O/cP8B/qZ9uPz9fCe8EPxXPNm9dj4uvr/+xT+Ov4j/6AAeAEqAQACvwGoAGsANv93/fX6M/rG+HT4Ovqk+yr+0/9oAVACiQLKAUQCrgIuAlgDSQQgBm4HVAjzCAEKCQokCr4LZgsNCsAJMAiaBhYGhAY7CHMIVgpBCpcJUAnBBz0H6QXUBDQD+gBk/vD7kvkk9xX1ofRB80zzD/RR8mjxJ+/T7TTruurJ6zfrzO3D76nyQfUg+EL8Jv8YA4AGOQq4C7cNvBAoEsEVlhc/GH4WqxM9EWkN+wqUCDwFawNkAoMBVQKNArcCUAP/ATAASf/0++X4QPd383vwL+9w7tDtq++C8gT2bPsdAE4EwQXhBiwGvgQnA+H/jf7d+qX58vmC+o/78Pyg/9IArAIbBKQDwQJsAYcAzQA1/7H/+v3I+0L6qPcm96z27/Y39/f3Mfgt94b4Ovmq+TP9iP8SA6IGnwkLDJMO9g+QEvYU6xUZGRkaiBqTGdAYhRWgEEEOrQrYB3IGkgRIA/EBXgDk/lr+6vxB+0n72vlG+FL3pPYK9TT1fvZf9qv2svYr9/L2HPgY+bj5yfoJ/LD9Xf/+AToCHwQHBiAHXQmSCgIKZAmXB20ETgGO/b763vcO96X22Pdm+fr6c/2v/nUAkAEiAyAETQVEBbkFwwRuAvEBEgAYAIn/w/9rAEsClQTFBnMJOQioB3kGtQUSBsQGzAbhBAQFxgNxA98DQQImAowAaP7h/dj8hvvb+8j7MfuD/Pv8df7HAVUD0wU1BgkFkQP9AUn/dvwi+gX2zfQa84PzbfRq9qH4fvpM/cb+xv/Y/hz/Yf0C/Wb+v/7h/8oC9wQkB9cKwAxKDigQERFfEfcRHRCOD6YMDgq0CGYGTwfDBoUJhAqrCr8K5gjgCCAGEgarBe4DGgM9AdT9efoc+fn1H/bb9zT5RPzr/7kC6gS7BwMI3wh4CGIGZASGAc7+ivsj+Sf3y/VM9l32AfgM+sf6af34/jYAEQGEASkBLAC5/x3+p/3l/M782P3C/vT/KgG2AiYDBwMdAxgC7gGjAjUDzAQzBzsJBAohC8MK9wl3CMgHxwdvBTMF4gToA6QD3gN4BH4EmwS+BPwESQOKAfP/W/2F/Ov7GPtl+mH5Zvl3+qr8R//UARIE7wQhBpUFpwNxAkEAj/3R+1z6pfmA+LH5F/zY/m8DWQdTCwwMFAw+DK0Kgwj3B9oGlQRBBKkErwMIA3gCMQEpAcYCsgTWCNAL9w3wEOkRzRLxEfEQkw27Cj0G9gGc/rL5MvdG9Xf19PYK+VH8F/6k/68AXf8W/5v7PvlM9t30UPRs8xH2hPbh+Bf7uf1c/zYBaQOyBPQFJQe8B/wG0gX+A64C1P/E/x4ASQEZA/AETAgXCV8LTwx0DO8LKArtCZkHnweQBjQFvwVtA7sDcwJ1AncCeAF8AscB2QInAxgF3AV8BkAH+gbzBg8GFAVkAkEAcv2N/FX66/nm+Rr5f/qL+7j9TP7G/9f/EwG5ARQCewMHA+0CBAKrAaIA6AB+AZoCdATJBW4HvQhXCXUKSAtJDKwNlA3+DfoLhQrmB5AFZQMyAdz/1P1H/mb8Tv0B/RL8f/xn+xf8dvtn+3j6a/lo+bH4c/qV+8v8bP+3/2oBxQEsAnQC4wI9BNUEWgXsBWYEugIKARH+TP2K+w/84/ou/OT7dPxj/tb+cwFkAk0E/QKmA9cCRwEcA+QC7gLiA8MDagPfAzwEuAQkBkcHLQgiCDAI5QdSB0kHGgcbB5IGnAYcBk0FQgQsA1wBDADx/tP96vy7/LX8Tfz0/Zz9Sv9YATkCOgT/BK4ESwQlBEECxAF+AEj/0f6I/pX+zv7a/73/NQBuAK//9P+f/8b+df4Z/Wb8ovub+/P75Pzz/W7+l/81AAEBnwAmAfEAkgBAAYcAcgBY/4r+/P5e//UAXwMPBOEFiwf7B1sJuAj5B1UGQgVgA+cCmAH6/mL+LvuF+qD5U/l9+Sj5M/qR+Wz6V/ph+jr7bPsI/OH8bv7F/okANQGdAdYBeAGMAe4ArQGzAM4AkwDe/34B+wA+AuECDAJuA2ICfQNBA4MC1QH3AGkAYP9DAKr+Wv9Z/zf/HABnAMgAMAIzA1YDGQVvBEkEgQTbA3kEtQSsBUUHGgifCWQJSgm7CPgH6QjNB1kIDgeIBR8F1AE1Ab3+yvy4+8/7UPu/+jv7MviK92z1OfQ386nyrfGn8W7ykfGS9GL17/ak+dv7F/5NAM4CBQNXBPYEBQV/BbYFoAX4BOgEKwSKAysDbwK8AWEBvgBcAHsALAGqAb8CigMRBLwEgQWrBbUFxAWVA/4CLwGB/tj9c/xr+8f72/v8+xn9BP6M/wMBAAJCAxMEywOBA/ICMAGt/1L+wfyQ+1D7PPtq+xP84fzw/br+AgAMAbUAIwGAAHH/Iv93/hD+q/3+/ED8xvqn+qP7tPvw/aP+w/9MABoA7wDeAO0BFgPhBPEFngbVB4wHkQdICBEH9gaRBgEGFgUTBZUErwP+BFwEswWGBtQGwQcaCVsKQwu8DIoMAAy4C9kKiAlfCEsHMQaxA/sC1wDU/W38/vka+Lv34faY9tf1yPSu84Dy4/M483H1u/Y694P4D/k1+jj5gvk7+Gn3dveW96/4SPk3+pr85v4rAlQGZglhDGsNSw4WDcILMApwByoHkAR5AyUCnP/p/Zn8ffxz/Hn/lwFTBBgIOgnxClQLLwqgCfoHXwY6BEsDXAAW/hj+V/xd/bP+sAAiAo4Ezga3B/gIYAjYBzoGEQSlAocAof1C+8D5RvgI9/D4cfmf+nL8Pf2o/un+NwA0AMYALwHhAO4B4QIfBM0FhAeeCdoKqgy4DdcN0g0bDL0KeAgnB/cEGASaAwoBNgElAEMALwFgAfYC8wIRBLkF/wY1CP8IXQnjB2oGdwQdAp//O/3T+gn4a/XF81vzv/Ot9ej45Psk/pIAOAJxAuUCDQMfAVz///xo+sP4q/eE9yP3tfc3+Af6If3e/4EDLwdaCaMLyw02DxcQ3w8kD+sNmgwyCpwJGghCBkIF0gNzAy0CrAF/Ap0CDAPxA5YDCANVAer/S/++/hz/NgBoAToBjQE5Ah0CxAJrBC4FbAUsBnMFwwOGArIATP9m/tv9av67/pX/ggCzASsC8gF2ArwBMwA2/9X9zfsB+nj57fj1+Mj66vt1/cL+rP/pAB0C5AMqBnYH+AhpCkcKGAqoCdkIvQefCJwIYAl8Co4JwAnHCPUHZgeOB84GywXYBRsEZAOPAnwBTACY/5/+M/0P/V77nvqK+Xn4Kfh7+GP5PvlW+5z7g/ww/iL/5P/4/9AAM/8t/xX+zfyq/Kj7U/v9+o37pvuJ/Q7/AwFNAw8ExwXTBuAGPgeJB5sGDAb8BfwEdwPVAvoAxf+J/4/+dP5f/TL9W/x4/FH9EP2R/Xj9bP4b/2QAnQKIBN0FuwcECV4JIwrnCVcKNAqbCXcJsQhuB30GFwYxBFcDGgN5AXEB+AAB/zf9ovvt+Qb5wPgG+Db3WveN92P4avlM+g/7tvuU/HD8+v2R/ir+of8QAGf/RQDdANH//f/hAD8AhwCCATsBhgElAqYC1QOMBfQGGwiqCQIK4QnSCbsIsgecBtoE7AM4AwkBjwAP/4/97/yZ/Nb88/xR/k3+3P7y/pL+BP8+/iT+WP5Y/bH9V/0K/bv90f3v/m0A4AGlA0EFkQVuBn0GxQXyBR4GVgVcBJkE6gLGAXYBZQDU/9b+w/4G/sf92f17/WT93Pwf/Hj7tfr2+QD6V/kO+ZL4KvhY91P2HvZ89dT1VfZF9w/5sfqR/Or+UgHyAv4EHQfFCIMKLAzWDBMNig1gDLcL6wpaCuEIMAg8CJYGqgaVBoMG6QVqBZwESwMHAyQCGwKCAQMAgf+u/bD82/vn+pj6L/mU+Hf3T/YP9XP0KfQU9Kr0RvVQ9lL3CflG+rX8Xf7Z/8IAlAB2AbQAPQGoAc4B0wHuAekCUQOqBGYFeQZsB8MHEwmjCT4JPwmwCGEHTgajBUcEuwKGAY//tv5l/mH+7/+BARgDrwUzB/YHeAkbCjEKeQq1CtQJrwhmBwEFkwNCAjkBOQFDAVkBLAFbASIADgDs/3v/nv/s/m3+Lfyi+tn4R/d59vT1tfVz9af1GPUs9d/0ovTa9L/1aPfs+E37n/20/2sBLQP4BKsGpAj9CQ0LOwwBDAsMGgyeC9MKowrjCtMJxAmxCN0HPwZsBCkEqwKtApwCDgIkArwABgDu/1r/if92/5n/Zf4Z/qj9rPzb/ET8dvzb+0H8Nfzw/HP9O/3r/tX+A//UAM4BZAJTAyoEDgSKA9gDVQPhAx0DaQOVA94C7wKNAkMDjAJLA7MDyAOCBNUEUQUkBZ4EuQRuBIYETgUNBrUGGAbgBucGLQfjB3YI9wmSCeEKQAv2CiQLEQo6CrcIIAgvB4kF+gN+AmIBYABsALP/OgDo/5P/xf8BAN//LwAZAJ3/+f7k/cP8JPp/+Cv2N/S38hHylvEz8fzx9vJV9D/3E/qQ/AUA7QHyA8IFEwctCHUJtwl+CUYJIwhuBjEGwwXOBVcHLQjmCVUKMAt9C4gLbAvICpQK/QjhB8oG3AThA88CtgFkAdQA7gAtAIIA8P/L/mL+4PwD/V/82PxI/Xz9D/5s/nj/BQDeARMD7wTeBTAGZQbaBXkFNQTfA0kCLQH2/3D+oP1D/BX8ovu6+/v70Pw7/cL9Lv+I/ykBOgJfA1sEDAV/BukG+gdpCGgJLgqSCQQLywpYCi0L/gplC9QKUQsJC1IK+QoICgAKRAnHCOcHbgdSB5IGUgbhBZ4FuQRaBB4DqAJWASsAef+5/Yv8Sftw+gj5YvjH94r23/Vl9Sr1GPWC9eL1uPYX97z3Tvg3+Hz4gPj++CX57Ple+tP6uvs+/Dr96P0Z/38A0QG/A4oEFAVzBUgFVAU/BWYFnQXGBR4GgQbVBloHaAcQCMYHqgfuB+MHDAhYB6EHewagBa8FGwTJAzQDOALbAZsBIwFeANEAJwDm/2oAWwC6AIEBuQH8AfABLQFTAI3/yv5u/dr9a/0f/a39sf2l/er9yv6T/mcATwEjArID6wOwBHcE/wRYBLkESAVHBWkGcgZFB2UH6AdlCM4IPAlcCWAJ/QirCBkInQdiB0AHfQZeBiQGrAW1BaMFdgXlBEQEgAOIAnsBcADM/zT+Mf0m/NH6A/rK+D74cPej9ib2OPXJ9AT0qvOJ8+/yr/Ic8gDycfEp8STx9fDH8YryY/MI9QP2SvcG+Xv6eftB/Hv9mv2r/mP/HACrAVECpgMiBGYFdgVBBgIIPgjZCVgKLAsuC2ULFgsRC2ELFgsyDMALQwxFDHMMGQyLC0kL6QnZCUwIPgfMBXcD9QHb/xD+YPym+t74Pffr9Zf03fPp8wj0APWB9oj38Pga+j77Of2O/tv/IwHbAacCHgN0BG4FsQbACAcKTAxFDvsQKBM7Fb0X5hj2GrkbQxzyG88aLhmVFokUYhHnDgAMjQh0BVgCZv+4/Or6u/gt94f1BfRR8p7wF+9W7U/s6uop6mTpXejx52jnC+f+5qDngOhX6QDrQOzD7Uvvg/AZ8s/zjPVY90b5MvvQ/Fb+0f/1AMgCaANKBY8Gbwe+CNEI7AnOCVMKVQq+CuoKLQp8CvcJMwnFCHcIFwjxB7QHFAgcCKYIrQgeCXwJfAlwCsoKtgvNCwoMKwuECi0J9weeBvIE/gPrAaQAnv4R/Zf7NPoK+ez4T/ht+BP5J/mE+bn5gfoC+y/8hP2J/5kANwKpA28FDAftCE4LEw0wD5kQBBNOFJ8Vche1GPUZPhtPHBwdDx1sHV4cGBvsGWMXDBbREnoQYw1mCWsGYQJT/zT8u/gK9j3z/vCd7g3tiOvn6Rjpj+fo5url2uQs5HrjLuPS4ubi7OLf4u3jheT95eHnqek67Lbuq/GB9P339/of/i8BvwMbBmoIHAphC4UM1AyWDeQN/w1SDgYO1w1bDfoMBQ02DFcM3gunCzULvApuCqQJ8wkLCXAJSQk0CZAJHQmOCe4I/Qi/CAkI4we5BswFowRHAwQCpQBl/zH+Tf2j/Pz7eft9+yb7ZfuX+5X7Z/yS/PL8Ef4s/jX/NwAYAYECsAMrBWQGXAiZCWYLSg3TDrEQjRL9E34VDxcEGHQZCRoUG1Ib2htCHG4bqxuCGr0ZSBi2FtIUgRKAEGQN+Ap8B6sEKQFg/k/7d/ge9vryUvF97ibtL+vE6bXoBuen5hDlw+Tv437js+NA497jAOQh5SHmoeeV6Srrle2M75LxAPTw9Xn4ovqm/Ov+qQDJAjsEMwZrB8MIRAoDC1sMHg0dDq0OJQ9vDxQPWw/sDssOiQ7oDcMN/QxyDMwLFwubCi0KmwntCE4IVAdVBmoF+APvAt0BUQBL/879ify8+536Rfpk+Qb5m/gg+G/4vfeE+HX41Piv+cH58foc+4z8av18/ikAHQHcAukDngUgB9MIuwpKDEUOtw+LEQQThBQLFiQXYBj/GOgZJxpNGrUaHhooGmIZUBiAF74VhRRlEqoQcw4SDCoKCwf4BGMCy/+s/e362fiN9mH0ePJ08NTuEe2461Dq++ja5+rmUOa95bPlteUV5nfmPecc6Ejpveoe7ATui+/G8S7zMfX29jP4UPqY+2D9x/5uAMEB+QJWBD4FsAaBB4oInAmHCmILKAzYDGoN5A1ADrkOqw7iDswOpg6CDkEO8w1IDaYMnwujCqwJWwghB/sFfgQmA7ABJQAE/4n9sPzJ+8r6Pfpd+cD4NfiX9yr34vaS9n/2TfZV9jT2dvae9s/2nPcr+Ir5vPoi/Nn9t/+qAbEDCQYdCJIKvwwGDxwRzBJgFM8VBBfCF7oYARmKGWcZNxm4GOEXLRe6FbcUABM3EVgPYA1gCzsJLAfSBL0CwQCq/uH8j/r7+BT3S/W/89nxv/Bi733uge2g7MjrZOvY6s7qhuqn6iHrTes87JPsyu2w7r/v6fDD8QrzEfQs9Xv2aPeP+E/53vmq+uz6xftb/C/90v13/mP/OAAcAeoBBAPSA+cE2wXJBpwHXwjnCF0J5AkBCnsKpgreCtYKfAogCqcJegnOCJ8IVQivB3cHpgYGBqUFEgWXBBUEeQODAq4BfwAR/yj+8/y4+8P62vnF+OP3Q/eY9mf2TPaA9iL34ff1+B76QfuX/LP9R/8ZAZwCmwQBBoYHvwj2CYALZgyiDVQOCA9fD4EP5Q/CD7wPiA8sD8MOOA6ZDdwM0Qv7CvUJtwjmB8QGrgWHBCIDJwL7AOH/Av8U/jP9J/xN+2f6Zfl6+Mr35fYH9nT1yfRc9MjzW/Po8qDyQvK38afxpvEY8S/x/fCo8LLwUPBR8BPwOPAT8F7wvPDv8NDxPPLf8rzzhvSh9df2Bfgx+Tb6a/ua/Bb+f/+zADYCRANuBL0FrwbcB9gI4QmwCqALaAwTDbgNEw5wDpgOsw61DqEOOw7BDbsMEwzZCpwJbAi3BoIFrwMFAlwAx/5R/ev7v/ql+cv4Bfhh9w331/bS9gr3k/cW+Lf4v/mJ+q371/ze/UD/awCrAc4CHQRMBW0GwAeNCKkJkwpkC1MM2Ax8DQMOnQ7uDgcPUA80D0YPKg8JD8QOmA5NDsANUw10DPIL8wocCmUJ2QfbBnUF1ANtAqwACf9e/ab74/k7+I72x/Q/86Dx5u+B7vvso+t06gPp9+cM50nmcOXC5KvkOeRa5IrkxOSO5R7m6+bG5wXpMeqC6xPtb+4j8AfysPNx9ab3gflx+7T9wv/VARcEMgbvBwYK5gtUDRcPbRCeEcsSjRNIFJQUxhSRFG4U2hMEE0QSOBH0DzUO0QzVCt0IBAfeBNEC2gCb/r788voR+bf3WPZb9XH0sPMq8wPzwvLp8hvzPfPa82L0NPUZ9k73QfiY+Q37M/zt/XX/QAEGA4cEXgbrB2gJ9wqRDAkOkg8CESISMhMhFCkVGBb1FmwX5xcwGPMXDRijF/EWOxY0FdYTSxKOEGUOXAwPCpUHNAW3Avn/af29+vz3dPWg8ufvXe326mvo7+XN46Ph6t9F3rjcsNuZ2u7Zbtkm2RTZS9ny2TjaONt+3F7dKd8d4ZfiAuUj50zpSezd7pzxrvSL93X6qf2UAHwDgwYqCacLRw5tEEcSOxSmFboWxBdLGGIYixgrGGUXtRZSFf4TYRJTEGYOIwzsCWYHAQWoAiUARv4a/A76Hvgn9sn0HfPp8RDx8e+W7zLvf+6B7qDune5P7yPwp/DE8fry7fOX9Rv3lvit+pD8hv69APICHgVVB50J6QsMDjgQNhICFCwWwBc2GeIaBxz6HOYdZh51Htwelh7THUwdBhyeGk8ZTxdcFU8TuhB1DucL5QgyBh0D3//2/Hz5S/Zp81PwG+0l6l/ngeQ+4sPfq93j2zHauthw14vWx9VU1QzVANVf1QfW59Yn2G7ZGtsY3T3fruE85O/m4eng7AXwMfNa9sH55/wlAGUDBgbmCGoLeg2aD1cRzxIkFP8UlxXYFacVixWkFPwT2hJKEfYPDA46DDEKCQirBZwDGAGf/pf8J/o2+F72S/S68mnxru+f7sTt0Oxf7Absv+vN6zXsfuxR7S3uDO+B8OvxbfMj9RP38vj9+kj9Wf/qAXIE7wZ7CfQLXw7QECsTPRWGF14ZCxukHAIePB8fIMIgQCFsIVQhxyAwIFIfAR6yHBcbZBlCFzEV2xIeEKwNxQq5B+cE1QHK/t77zPiY9eLy/u8e7aLqKejV5abj0eHh32XeCN3e2zjbkdoK2gzaCNpV2gHbvNvq3DXe09+L4YLjqeUA6I/qFe3g76TyR/Uk+Or6iv0hAJUCzQQSB/cImQpCDJsNog54DyIQUBB8EFQQyg9MD3AOUw1FDNYKBAl8B4sFlQPNAaL/1P3P++b5HfhU9rH0CvOt8U/wQu8y7njt2ew97B7s0+sM7Gns5OyR7W/uje+j8BHym/M19RH3E/kY+0T9nP/5AVkE1Ab+CJML8Q0fEH8SYBRhFk4YwxkoG6Qcmx2THjIfeR+nH4IfLx+CHugd3xyfG1YauBgBFw8V/BLXEJoONgzdCVEHtwQgAmf/zfwN+oD38PRy8jfw3u3c6yPqTOi65lDlB+QF4yjio+FI4T7hR+GE4fvhouKR477kD+aB5zDpAOsc7fTuHPEt81D1wfe7+dr7+P3l/7YBmgM5BbQGGAgrCScK/gq6C/4LJgw+DPQLcQv2CggKKwlMCMwGggUpBIACFAG1/9f9W/zY+g75lfc+9qL0O/NL8vjw6O9Y71Du7e3G7S/tVu1r7Z/tC+7C7m7vZfDF8czyRfT/9Zj3f/l7+139d/9lAcED3gUCCEIKRAxJDi4QChKuE3EV2RYXGGEZVxoiG8MbJxx5HGocVBxJHKMbHhtLGikZHhi3FicVrxP9EQYQEg4TDLwJpAeHBTQDPgHE/p/8h/ot+Ej2SPRn8rzwQe+v7YHsmOtr6rPpNemp6JjoqOjO6FTp0emB6nLrZOyT7RXvfvDz8Z3zYPUI97v4Z/o5/Pv9lf8eAaECGAQ9BZQGlAebCFgJ3wl1CpoKuQqkCmcK5Ql2CdYI6wcSBwIGxARLAwwCnAAI/6D98/tV+t34Zffh9ZH0L/P+8Q3x/e8n75/u/u2D7YDtWO1W7a/tKe6/7qHvnfCo8bvyB/R29RD3tPhR+kr8Dv7T/+ABpANwBXwHMAnuCsAMdQ7wD24R/xIaFFsVkhZeFx0Y9BhfGZwZ+BnRGZ0ZaBnWGPIXOBdCFvAU0RNQEqQQ/g5BDR0LLAk1B/8EIQMOAfb+Av0J+yr5ffey9R30y/J18VPwKu9P7pztE+2j7ErsVux07MjsIu2Y7WDuOu8b8FHxnfLJ8y/1hfb+95X5L/vA/EX+2f9ZAbYCEAQkBUMGVQcoCM8IPAnGCQsKOwpDCgcK2gltCboI5AfpBtwFpgR2A/cBbQD2/kj9qvs2+pT45faZ9f/zmvJv8R/wLO9K7nHtzexu7PnrwuvL68HrGuyJ7P/syO2a7o/v5PAB8lDz4fQo9rz3fPkN+8v8pP5OAAMC1AN8BVUHGwnaCmwM4w10D9MQOxJvE2kUexVNFssWZBeZF9YX0RddF/YWhxbHFecU4ROPEkgRwQ8aDncMtQrfCP0GCAUKAxUBQv9o/a/70vkg+Jn2EfXl85vygvGf8MHvKu+Y7hbu++3v7QTuTO7E7izv4u/G8I/xkfKt8+30IvZ+9774Ifqg+/P8Wv6//xQBSAJ+A6EEqAWlBn0HMgiyCCEJewmbCawJYwkUCZkIvwcSBysGAgX+A64CbgEQAJX+R/3Q+1L6yfhK99L1cfQH8+TxvvCi77buy+007Y/sEOzR64brceuz68jrIOy+7Dnt5e3V7rzvxPAP8i3zePT09Ub3v/iC+iH8zP17/ygB6AKYBGUGCwi/CVsLxAxBDmwPohCzEZYSXRPxE28UpRSzFI8UexQSFGgTsBK6EbYQhw87DswMagvOCRUIcQa5BA0DYwG5//v9YPzR+kT53/dv9jr1GfTw8urxEvGG8PTvne9O7yTvV+9x76rvKfCn8EbxKvL78tvz9vQh9iL3j/jv+UX7vPwT/oP/twAgAlsDbQSWBX8GYQcICKMI6QhBCXgJagk9CeoIjgjkBzoHYwZ1BX0EdwM9Ah0B2/9s/hv9u/te+t34jPdN9vX0yfOz8rDxmvCx7+7uOu7H7TPt2+yr7F/saOyN7KPs9+xf7cTtVO4i79/vxPDB8cPy4vMv9Xz22vd8+fT6s/xY/vL/mQFLA+4EYAYZCJwJ7ApKDIUNkQ6jD4MQGhGfERgSVBJ+EoYSJBLIEWcRixDFD/oOvA2yDJ8LSwr2CJoH/wWEBEkDhQEcALz+Lf3h+236/Pis95n2fvVg9JjzzPIO8qrxM/HN8Lrw0fDZ8DfxoPHn8Z/ycfMj9CX1LPYX9134bfmu+gf8O/2D/uT/FwExAn4DdQRZBUUGFgeRBzUIsQj5CCoJPglLCRQJ2AhvCNAHJgdmBmIFjASmA6ACjwF0AC//B/7W/H77dvok+Qj4+Pbi9b70v/Pw8vrxaPG/8Azwmu8z77/uf+5d7mfude6r7iPvVu/k75zwM/Et8h/zD/Rd9Yb2qPcE+Vj6qfsq/ar+EACnAS4DeATlBVQHZginCdoK3QuiDG0NNw6zDjUPZg+JD6gPmA9KD+gOfw7lDTgNVQxlC3sKaAlACCQH6AWeBFgDHwK3AFz/NP77/MP7u/q7+aT4pvfP9gH2WvXp9IT0KfQC9Ljzm/Ol85Hz1/M39Jr0EvXU9Yj2Ufcu+P/45Pnk+gH8+PwJ/hD/IgBVAR0CHQMUBMYEowVDBsIGHgeQB8sH8gcwCBUI7we/B2EH+waFBtcFMAWBBKoD6QLdAcMA2P/O/rv90vyr+4r6uvmP+Hn3i/ae9ZL0A/Q+83Py+vFp8e3wbvBb8DDwQ/B+8H7w2vBh8cfxUfIr8/Tzv/TG9dP2yPf/+E36Zvvi/CH+YP/KAAsCNQN5BJgFgwbGB6oImAlqChoLyQtLDLcMBQ15DZwNjQ2TDV0NCQ3UDB8MgwsQCw8KLQmCCFgHXwaPBTEEIQMkAtsAvf/S/pH9tfzU+6T67fke+T34o/ch94D2/fWs9UL1MPU39SP1U/WE9bn1Cfat9iP31Pew+Ef5JPoO++X75/zt/dv+5P/TAL8BeQJDAxME/QTLBUQG3QZQB7oHFwhVCJcIuwi7CLIIbAhUCBcIpQdBB58G4QVABZ8EwwPPAv4B2QCz/8z+nf2U/If7evqF+a/4pPe29uz1AfVO9LXzSvO08j/yF/LS8c7x7vEK8n7y1vI48+Xzl/RP9Vr2Tfc/+GT5afqS+9v8Df46/38AvAEIA00EYwWDBr0HzgjVCa8Kogt2DEMN4Q0tDskOAg85D2YPVw9HDxMPoA4gDqQNEQ1VDIsLpQqoCc0IrAeoBpUFZgRUAy0CNQETABX/F/4O/TL8OPt9+qz5Gfl9+Nz3jvcd9832v/bT9sb2CvdW95D3C/if+E/55/m1+mL7QvxC/fP9wf6k/4cATQFQAh0D7gPRBJwFQAYDB7UHNgiuCBMJgAnHCf0JDgooCv0JxwmCCfMIbQj5B0wHgwa4Bc4EyQPQAr0BnwCC/1T+Sv0W/Pb61vnK+Mn3vvYQ9k71q/Qg9JTzLPPW8qLygvKH8r7yC/Nb883zVfT49OD1p/aG97X4ufnA+u37JP1Y/sf/IgFeAq4DBQVFBnsHwgjECeEK5wvPDI0NUQ4ZD4UP9Q9HEHQQnhChEHEQJBDCD1YPrQ4hDlANlQy8C6oK3gnACNUH1AboBcAEsgO9Ao4BtQDB/8f+4v0a/UL8uvsx+6j6U/r6+cv5hflc+VP5VPlz+Y/5nvn0+U36q/oY+6P7M/zS/Jz9Pv4M//H/qQB+AYcCOQMDBPwEvwWYBiQH4AdpCNgIaAm9CQAKPQpgCkEKQgoMCrcJYQm9CBgIVQd2BqsFsQSXA3cCWQEmAM/+wP2S/GL7Yvoo+Qn4D/ck9lL1evTR80Xzt/Js8kDyDfLu8RbyRvKC8u3yhPNN9AP15vXn9uj3CPlS+oP7u/wl/mH/0wA/Ap0D+QRFBnoH0wgNChsLWgxZDUsORQ/tD4gQMxF3EecRJRISEggSwxFdEd8QVBC0D/sOKQ5KDUkMWQs4CiYJ+AfPBtoFlgRXA0QCNAEqADb/Q/6A/b78LfyA+wL7qfoX+vT5tvmT+ZX5oPmS+bv5CPpK+rT6HfvI+zz8DP2e/V/+NP/j/8wAmQGPAlUDTgQuBQIG8Aa4B6EIRgnmCaIKIguZCwIMQgxeDHMMOQwdDMwLPQvCCu8JGQkhCAEH6AW8BGYDIwLOAG7/9v2j/FD77Pme+Ff3JvYh9Tj0KfNP8qbx6PCT8Ffw+u8f8FfwUvDC8DbxrfFn8jnzJ/Qq9V32aPeP+On5Pvuj/Bj+qv9MAcQCZQTJBUMHxggqCoIL5ww/DiwPYhBAEQcSzhJBE6sTDBRMFDMUJBTtE3MTCxNFEnYRsxCbD40OZg0dDPIKuAl/CFQH+QWlBFMDIQLwAMz/tv6n/c781/sC+2r63vkr+fL4ofgh+Fv4OPgR+Hv4ffjb+HT57/lz+jT7IPyX/J79fP5H/4MAiAGUAugDCwUrBoAHnAi8CSYLLQwGDQsOwQ5tDxYQexCYEO4Q8xCmECgQxA8UDyAOYg3/C+YKxwk9CLIGSQWbA/cBhAC2/gX9nPvu+Zn4Rvez9Xj0IfMC8vrwPPB/77TuT+7R7Xrtou1e7bftI+5u7hTvtu+t8IHx0/Lw80L1yPYr+K35fvsf/dj+7wCPAn4EUwYPCL8JegszDdcOQhB4EaYSlROSFDIVixUPFj0WJhb7FYgVNRXEFAMURxNrEoARdhBVDxMOnQxHC8IJPwjZBlgF+QOCAvoAm/8W/sf8dfs9+mH5T/iV9wz3U/av9Wj1NfUU9Vz1c/XK9Uz2kvY79wb46vjM+eP6J/xn/Z7++v+BAd8CmgQTBpUHJwlzCswLIQ00DjcPUBABEcMRKxJUElASGRK9EfIQURBNDxUOIQ2jCzAKvAhEB4sF7wNoAnMA6P4U/Vn7yPks+JP26vSI8zHyCvHc78vuPu5e7azsYOzv67Prs+vf6+zrcuz97DPtI+7n7rzv2vAe8jPzcfQa9kf35Pi4+j/89P0kAJkBSgNDBacGVggAClQLhgwEDhwPLRBQEQMSnxJqE98T/xNRFEsUJxTNE1QTuBIREmwRSRA9DwYO4AyGC+0JoAglB2oF/gOYAuUAg/+4/VT8LPud+Yj4Yvcw9jv1YfS98wbzvvKd8m3yePKv8h/zkPNf9DT1PfaZ9/H4o/p0/DP+EwAeAucD1AXqB9sJuguLDR4PYhDCEbcSYBMeFGAURhRZFBMUchMGEzkSEhH0D6MOCg3PC1EKgQjoBtsE3AIfAQ3/IP1P+1z5j/ep9ePzYvLU8E7vDu7O7H/roeoI6h/p6+iI6OrnIOj55y3oyOha6RbqVOsw7EHt++7174rxa/OX9P/1Ffht+eP6/fxL/gEA0AEyA/kE5QZZCOUJoAvhDF4O7Q/uEBMSEhOpEy4UyRQXFfUUNBXaFE4UFxQpE1kSqhFBEO4O1A0NDKoKOwk5B8MFNQQjAloAgf5c/Jf68fgl95H1OvSG8o7xrPCC72vvKu8s75DvPPDW8M3xGvML9Pf1i/cJ+VL7Vf1F/68B/AMVBlMIfgqPDGoOXRDrEUMThhRTFfwVkRbjFt0W1BaBFtwViRXzFNYT4hLeESwQtA4WDSkLcwmCB44FPQNxAVT/lvyn+nr45vUk9DTyyu9U7sTs2+rM6dXoeuf65p7mweXw5QfmCebu5n/nAuhB6T7qi+tJ7abuR/Dy8Wzz/PTM9m/4J/rj+4v9Wv/qAKQCKgSdBWkH1QhOCsULJg1EDnIPqhBcEWgSUBPHE6MU+xT/FIwVaBUPFd0UjRS4E0MTghIHESoQZQ5wDNwKvwiOBrcEhgLl//T9vfta+dj38vVe9F/zIPI+8dTwQvAH8FLwkfBH8ffx0/IG9FL10vaa+Kz6rvwp/3QB9QN/Br0IKQuRDX4PXhFOE4kUABbzFpAXcRiuGN4YDBnZGPEYchgPGHoXtBYTFrkUshMfEoAQ5A7GDLkKiQgSBq0DBgE7/sr7Mflu9k709PGT7//tw+vd6bXoHefI5XbluORI5J3k0uQs5RnmHefb52Hp1er768LtYe+S8JPyRvTF9cz3rPln+779wf+ZAREEIQY6CKYK0wy0Dq4QdRLWE80UDBaAFukWqBdTF7wXqhcsFxgXrhZ0FqgV9hQtFC0TChJeENkO2Ay0CoYIswUgA3QAsv0F+2T4+/W28xXyTvAN7zjufu117Y7t8u367g3wbfE+84/06Pae+O76iP2Y/z4CiwQaB1sJ2QvgDeYPIhKJExQVvhZLF1QYDxlhGegZWhoqGjkaihq7GfMZfhngGJQY6xfDFvYVqRSlEkYR8Q7DDFgK7wdYBZ8CAAAK/Yj67veQ9SjzQvFB73DtEOxq6rPp0OhU6ATo8+cX6CnoqOhD6bbpe+qt60vs2+0V797vmPGB8lHz/vQI9lP3I/my+ln8eP7DAGICHAWJB2wJYQxVDnwQjBIDFCQVdRZNF0YX5Re3F4sXThfVFhUWlxWRFFMTkRIaEcEPTg6QDIwKRAixBVsDbAB7/ff6CfiE9Qjz/fAV74nt7ew47GDsHO1z7Q/vrvCW8e/z/fWa9176O/1Q/+8BMAUQB3oJTgymDeYPwREME5YULBZUF/YXuxkmGpwashvHG3YbEBwUHEIbzBu8GqoZLRmWF+EVQRTWErIPCg5TDKQIWAf5BNMBlwBV/nH7hfof+d32dvaI9QH0MfS986ryWPMA8zLyN/O68lTyZ/P28ujylPMY89vyW/Oe8nvyIfM88n/yNfOz8tnz2PRG9RL3Q/j6+c/7D/77/3YBpgP8BOcGcQjsCW0LbgzgDdkOWA+pEBURSREUEh4SQRKOEqsSOhKQEcgQIQ9NDRUMAgmzBuAEMAHs/gX9lvlE92n1PfKW8ITvy+0j7fDtZO0Z7qnvru/O8fLy4fNO9sH3fvnm+xn+VQDrApgFdgcZCnkMTA59EEkS+hO5FPEWsBfmFzYazhkeGsYbghqnGggbSxmPGDEYBBZzFK4TCxFJD7UNRAstCYEHFAU+A4MBj/9X/mT8ufuG+gn5VvlR+P/3nPgs+Fr4CvkV+Xr5jfqX+uz6c/uL+xH7AfuI+jD5/Pj+98b2nPbO9ZD0lvTX85fzGfT78/30xfWd9sn3//ix+QX7Mvyi/Hv+ff9wAHUCpAPOBPUGbQhcCRsM1gwhDbYPgA+HD7kQMhAfD4cP5Q3VC78LrQgZBl4F6QEH/y3+kfog+Cv3hPSG8hfyy++g7g/v8Oyl7UzuXe3R7lHvnu+08WXy8vOB9hn4bfpz/br/MgJ9BVAHDApfDEkNyw8REZsRPBPSE2EU4RTWFJEVUBUgFTEVpBQdFDITcBLZELUP3A3QC/UKzQjIBgsG8ANBAqABWv8o/ur9P/ys+178FPut+338P/y0/Sv/Pv+BAOABKgGSAlACzwH8AfQA9f9h/679Kvyn+0f5pfin91j2E/al9eL14/Vv9sP27PZo91H33vZV98X22PZX95P3Zfkt+q388v7pANwDxgUZCBsKxQtYDYoOKg/cD+kPjw8mDzgOXwx3C7UJPwdwBrID4wFCAL/9+fvk+Wn3p/UD9H/xkvBH7xnuSO477fTsEe4B7k3uI/AQ8RjyvPTC9kT47/uu/fD/FATSBBcHyQnuCaILYg0pDbgOKA8tD7oP4g+RD/cOUQ8YDjoOpA2KDGcMlAuXCsYJTwjgBj8GrQQaBEcDvAGSAUMAN/+L/l39Yf3t/F79zP2s/sf//ABuAvIDwwXkBhAJXApPC6AM4gxTDLELVAqfB+QExgJx/8/8D/u4+Jn3VPcw9t/14PZG9WH1dvaz9Fz1OPak9c32yvcE+C75+Pln+g77ePwk/Tz+gAFFAj8FpAgwCsENDxBPEf0SyhPCEm4TIBKrD0sP+wuGCQYIlwSbAm4BkP52/Uz9VPvJ+hn6A/jk9p71/fLq8XTw3u3S7THto+yp7X7uIPAY8m31Yvjv+7v/BgPgBkEJqwtjDWMO3Q6+DsIOcg7VDc8NWQ1bDYUMRQzcC98KIQuqCd0JWwlwCEkIngfTBpwFxwThAi8BNQA4/q/8Vvx5+mP5EPpu+KT4e/qW+c/7lv7g/4MDSQfQCVsMjA9yEEURCBPLEfcQChGUDm4NZQw/CmgIpAYUBb8C6gFeAPP+9f6P/k/+Bf+6/+H/XgA+AG7/Df4S/cr6OflV+Nb2KPfd92L5rPuz/sEBRQS2B8wJ2gtdDrcOSRDcEKYQHxHMDxUPQg0YCx4KSQcBBkkFSwMxBOcDUgO+A3QDPAKXAPL/Cvya+bX31fJ38Q7w3ey+7TXulO3o8DDz6PSb+V38/f5bAzkFZAc/Cd0JXgriCt0KrQp3C3kLRgzvDKQNHg6gDkAPYw61DmsOwQxGDSUMuwpbC4YJrwiFCKIGIgWPBDwCeADJ/3b80fvn+oX4wvmF+Gv41fr8+un8SwDaAZgEJggACe8Lug1TDYMOWA5UDDcMGAurCPAI5gbVBUQGAARfA80DCwJAAlcDAQJ1A5YEyANFBaQFdARdBHEDBwLGAD8Awf8X/xwBCwF6AowFoQUSCHAKxAolDM0Nqw2KDlsPmg4nD2MOXA0FDYULWQmBCBMHLQX/BNoD2QMCBPoD/AOtA7YCcQD4/gf8L/jr9Wjyq+++7hPtRu3y7kzwx/IR9gb47vrY/DX+Bf++/pD/x/4t/jn/Xv9d/6UBKgIfBAgHOwepCYIMaAwwDboPHA4hDksPjwz9DEkMsgm0Cs8JggivCSIJMgmkCZ0IWQiCB2gFrAOqAosAyf6L/ov9Wf2I/pr+iP9XAa0B4AKMBAwF3AXiBjgG1gaiBgUF3gS9Ay0CewHWAFAAHADy/6wA7QCaAQcC6AFWAlYCHwGdAT4CAgHVAtMDjgQiB0UIygnVCzYMqQyJDewMTAyUDA4M9QvLDJYM7w28DiwOfQ/GDiAN+gxiCu4HwAaaA0wC4wFdAJUARAHVALsABgGx/kf99fsw+ID2vPT+8dDxPfGr8M/yW/Nv9Ob2Ivfn9/74Zvi7+B753vgP+gP7+fup/jMApwH8A1cFMAa4BpoGbAZGBiEFQAW+BVUFHQbTB1wIqwn7CpkKIwt4CoII5wcdBtIDzgPQAtUBYAPmAtADpQXxBIMG1QZQBtUGBwd+BtcGRAcBBrIGcgbkBCAFiwS+AjADOQO6AgEEPwRDBGEF7ARbA+gCEACy/IL6ffck9Qb0jvOG9PD2i/nm/MkAZQMEBiAIWQgSCX0INQheCD0IXQm4CpQM6w5mEWETahVRFuIW7hZiFaUUBhNUEQ8QYQ6KDW8MJAtjCpQJrQdaBoYE9QEJAAj9pfrd+If1gvOI8kDwse9+7wDvOvAv8eHxIPRt9Vr2sPd7+Oz4T/kS+iz65/vz/En+xgAXAn0ElgWbBtAH8geMCLAIxAhqCY0KmgqQC8UL8wqRCmwIUwbbAwgB4P1i/Cf6KPmj+f741PqC+6T8+v7U/4oBHgOqA0YF5gVqBgwHLgfyBukGdwfGBqcIcQlYCl0NKA7EEFoSVRL+ErIRSBBWDSUK+wZuAoT/wPuA+OL2WPSO87LzX/PW9GX2D/jj+vP8Jf+nAMABzwKiAusC6wJwAmUD6gMoBQgIsQn/DFMQxBIeFiAY5hkYGwUboxpJGa8XmxVeE44R6Q4aDVULFwmrB4AF3wK2AM39cPon+Mf0CfKT8Hjune3g7dPtxO6W8GnxxPOy9YL2p/io+S76g/u5+xz8Xf16/Vj+QwANAQkDHAW/BmgJLAsVDfsOPRDPEBIRlhAsDyUNnApzB/QDMwDd/Dz6ffcp9mH1YfX49Yr39fji+gD9Lv5wAPUAzwESAokBpgFIACgA2v8U/4kA/QBsAr4FpQfXCh8Opw/oETgTXRJtEt0QvA2nC8kHmgRBARv9APou9+z0XPIw8urxu/KL9GT1zfhP+if8Zv7G/vf/7P9J/2P/7f7+/tL/CwEhAyoG1gmVDUoSphbtGesd8R/eIFchcR+qHaAaXhfqEzQRvw5aDGcL1wn9CGAImQYIBXgDBABC/Wv5R/UC8tntEOv46Ijn6OY06NrpF+xP7/zx+/QB93r4SfkE+Rz4Fvcx9pr15vU090D5j/yMAB8E+wjuC44OCRGdEPgQnw+NDV4L1QilBjIEpAJQANL+8/wG+/H5P/hh94n2VfY591j4fPmO+9X8Mf5c/0H/s/9d/pv9Jv3x+1L8e/zp/WUACQK0BSMI5wofDcENDw+GDecLjQlNBjgDxf/A/Jz6TviL9sb1oPUb9bz1/fY/94P57vn5+kX8yvvF+/v6EfqC+Ab4c/f698/5sPss/8QD1gfdDJURaRUCGnIbEB6gHrsd8hwfGlkYbBXQEkIRWhD6D8sQuxKTFEMW6haoFlQUzg4dCb0A2ffg70roFuR34czhjuRP6SfuPfI49mr3EvfT9DDxru3n6SLoauci6XbsdfAp9rL6vf64AnAEMAUaBs4FPwZ1BrcHzghdCtcLwAuJDEcKjQg8BlICewDe/WP8zfxp/ML9e//n/0sBpgCO//79H/p09+rz7vBh70buF/DM8aj19vlj/iwD3AXbCGYJQgnxB4QFUgMDARf/5P3G/cf9o/4CAKoAfgJaA+oDOQUNBbcFsAXxBbUEOgSGAoj/Bf5W+o33hfXu8+7yrfTw9vP5s//KAyAIOQ2LDtwPcRDmDJMLjAghBbAEggP6BG0IwAscEcEV6xnhHEQeDh5sGjIY2xEZDR8IZQJYAHj8Vvwb+9H6ovqf+UP56PWH89bvMOyq6abm0uVf5mrnj+on7mryjPbQ+br8B/7+/8/+gv4b/sL73/x6/Gf9XQBVAgwFbgmEC6cNDBB6D60PFg76C4oJFwa6A8UAlP/p/RX93v1G/Tb+Nv4N/nX9Avxz+vj4vfZl9eT1mvVp94L5Ffwt/2MBUwPpBK4EMwRZA7EB1wCJ/3L/MgBzAFsB+QKoAygEHgV7BJYEvQTeAtkDFwO3AXoCIwBr/3T+4/oX+r73ivW/9ZL0BvZS+O76rP6VAo4Gnwl0DFoOPw8BEDMPqQ4ND84NgQ4sD+QPyBF5EggURhVWFb4VdBXHE80SCxEwD8gNgAs5CnAI1AZ6BfgD9gE/ADr+3/va+fr2evTd8W/vYe1p7Cvr/utV7eLu4PJb9Vz51/xn/6ABIAL5AfgA0/+k/Z38MvwC/H79q/+NApMFZAgZCjMLagt1CWwIZgV9AkQBdf60/nv+pP5XAL0ANgFTAdwAKP+B/s386fuS/Fn8pP5tAHkCFwWrBjgIHggpCL8HdgbEBYoEPQQhBF8DsAMbAy4C+gHVAAoA8/+M/9z/LwGsATwD1QQmBOQEcQOAAdT/Kvya+iz41/YL9qj2efjI+Zr8O/7NANQChgMwBTwGIQaXBzkIUwk+Cx0M3w4jEPcR8RO+FOgV3hUsFt8VyBQTFNcSVhGID0QOKw3zC/YKiAp/CpAKYwqJCqIJfwhtBhoDjwBr+/X35/Po70vux+xe7WTvaPL/9d/5Pf3U/1kBRAF8/9f9DvtX+JT2Dfbb9iH4d/si/xIDUwbKCCALPwtICuUIPgdCBU4DCgPhAg8DGwS6BJoF/gX0BFkE+QKXAMr+Kv27+6P61/qV+z388/1K/6kA7AGcAV8CXAHf/9X+Gf0s/KP7Qvyu/SkAYwMGBxgKjQ2YDnoPIQ8qDIgKbwbZA84BkP/i/2YAUwLbA54FpAdpCOgIRwipB1YGZARhAwYCOwEeAJD/9f9J/yv/m/+j/6EAjAHaAvgFQQcXCvsMCQ7mD7YPjQ4+DTkKKAeYBAgCWgB0AJMBdAMoB90JJg38D94QvRBRDxIMUwgCBDT/r/sW+I32ffVh9rb3O/k0/Hn9h//OAKoA3gAuAHb+m/2u+/X5Bvk+96n26fYF97j3x/mC+xX+PgH2A1MHHAqqC00Ngg0eDIoKKwfPAwYAV/wg+rj4//h9+pn9bAGrBWUJUgz3DR8N9ArpBsQBAfzD9m3yve/o7n/vA/Pm9q37mwDsBF4IrQnfCtAJgQhiBncDWwKo/1X+pP0j/TD+Yv+oAY0ENgc5CmEN0A4JEFMQEA8hDT0KZwd9A5sAev1d+wH7Lfma+pn7wvyh/qUAewKEA8YEjwTEBKUDmQE/AD/+K/zG+276CfyE/REAegQYCPgMwg8UEwgU/xNGEzAQQA6SC2cJXglSCfUKFw3uDiUQexAHDzQMvwiCA6r+1vr89/31/vai+G/7PP62ALcCEAJQADH9Q/rO9SbzW/FR8ffy8vSj+QT9JQBHAt4CzgFS/5b7RvgN9U3y1fGw8v/1O/lw/jEDsQZvCmIKAQr4B3wDBwB4+yL4t/Vw9Ef1Hvdf+ov9gwG6BNIHJQnnCZkKfQjvB8cFVATKAx8CfgJpAv4C1ANRBR0G6AYfCHkHRQj0B2wGyAaSBQ4FDwU+BGAENgTjA6UCKAJxAF3++/yl+nL5S/hC9+z3bfgJ+fj6pvvV/NH9K/5b/or+PP6L/of/ff/aAdsCtATDBnAHRQm+CRcKdApGCmoKFwsKCxMMJQ3kDfwOog8eEI0PLg+UDeILIQq+B+wFnwPHAWcAMf9S/b78lvu3+mv6QflB+eH3DffK9lf1/fSb9JH0PPWZ9a72hPef+Lf4Jfnb+Nv2zPaV9MvzSPPQ8mr0ivVo+CL6WP2l/pH/eADR/if+xPu2+XX4mvcJ9zn4zflE+4r9af/gAFYB5gHMAbEB6gDAABICnwK5A1QFMAfNB1QIjwgjCPgGKQXVBBsEgQNMBOQFEAf7CDQKbQuaCywKNwn5Bk4EuQFMAM7+FP7D/bT+uf7U/vf+xf1f/cr6OPni9iL14fPC8lfzV/Qz9ur4Yvsu/ggBpALyA9sDLwTHAnQBOQBO/xj/8/5yAAwCyATfBqgJbQzqDLkN7g28DAwLhwjpBkUFjgPBAsQCHQNnAgsD5gLNAcD/Ov29+sf3t/TJ8gjy8PDX8dvy4fQ59pX2DveY9a3zuPC97SfrO+jZ5wnoX+k87AnvsPJU9fP35PhC+Sz4ffaZ9RDzUfKR8UjyDfQ99W/4NvuJ/sIAcgMIBqwGHgh7CJYIgAikB6cGbQYhBV8ENAQVBPAE0AVIB3UJdwutDH8ORA/ODh8O9wuWCR8GcwJ//+37xPkQ+JX3wPfE+FL6b/xg/pv/zACQAHf/nP0v+9f3C/XN8WHvlO4p7jnvjvHA9PP3mfv8/jQBSAN2A2MDhQL6/0H+OPyU+rz5//lm+4j9jwAoBFIHwQqIDEgOqA4BDTwMHAmMBsYD2QFHAJj/DQA7AGsCvQJEBEoFxwTRBJ4DEAI5AIj+q/ub+lP4KPb/9RHzF/KO8MDumO3T6wvr/enV6b/pIupX67nrsOw+7iXuJe/A747v3e+k78nvrO8Q8Pjw4PHu8//1Tfmx/Ej/4wM5BlkICQq4CWYJVAf4BMkD3ACp//H/MwDoAgEFjggiDLYOVRB/Ea8QFg7AC64H0wOxADn9z/tX+8r6tPyn/YD/gAHxAfwC+ALyAZoAIf8L/WD7dvm09672Q/Vq9Ar0AvQt9FP0MfaY9/34uftf/Vv/dADhAAsBRQCd/gn9tPtv+Sv5S/nq+Qr8CP4uATgE5wV6CP8JGQmRCLwHCgXmAmUB0/+k/1z/v/+aAd0CEwPiBKcFywQ9BIkCAwHd/uz78/m5+LP2+fX59VD17/Vw9bv1KfZu9ff1kfVk9Zr12PWY9Vv2cPYj9vD2q/Vc9Y308vKM8eDvm+4O7uftt+6I8OvyQfYg+oj9RgCLAgsD0ALpAIH+fft6+K/2CfZH9zb5vv1PAv4GDQy9DtMQwxBXDvcL2wdnA90Av/0N/Xr9If5zADkCjgNxBHcEMgNXAkUA3/5C/nX9p/19/pv/0P/kAOoASABOABX/of4L/4j+dP8jAZkBPgMWBBMEQAQaA1sCDAENAAb/V/61/vz9nv7L/nL+v/4c/rb9Lv2Z/Bb8tPuM+wT7gfrd+R75LPg39wv30PYw9xz4zvmS+9/8eP5i/77/Xv8z/8b+Sf6E/l7/aQCXASADrgNyBDwDDwKRAEX+Pf0M/Mj86f2r/xYCywP2BCEFZAPXAKb8kvcM82Xu4uoS6fboPeoI7X3wV/QZ+Pb6qfzR/Tn9M/z8+kn5nPi4+Gf5BPtw/aL/fgKWBMYFGgeaB3YHAAghCToKWQxjDsMQ0RJdE/ESmRG0DrQKHAcPA14A3/5B/gkAhAJdBYkIDgtJDKQLywltBicCL/05+FP17/In8onz2fbx+uv+1QMnB10JKwlgB1IEF/9L+oX1nfIK8UbxKvQ2+CD9awLmBjwJ5QmBCFgF0QD7+1r3PPTK8uryXfWK+Cb8c/8jAh0DdwL5AJb+Hfxk+qn5kPp7/HD/6AJ9BfQHyQigCGoHSAW4A5QCBALkAuAEogY4CQYLRgxrDAQLjAmPBgcE/wCN/jT9//qL+vP5lfj19132IvWe8/7xNvGC8Jjws/AZ8vXyC/SV9W/22feX+Gj5C/u5/FL+fADcAqgEVQb+B5MINAl/CZwJSAr6CusLlQ0qD6MQ9RF5EpMSJRF3D44NXAtUCRoImQd1B3UIpgnDCvQKOwrSCBQGmAL5/mr78Phw94P3zfi2+nn99v8NAkMDFwMkAvD/Af1r+oj30fXL9OT0FPbF9y/6T/yB/un/mgDBADcA9f6v/Tn8FftH+rT55fn7+fD6Rfx6/b//kAGmAxQG7geQCWYKcwrpCbsIWAc9BncFzAWvBqUIKQspDuAQ/BKbE+QSexGhDfYJkgVfAXz+1ftX+/77I/3T/i0BLwJ6AlECbACn/nb79Pj89nr0rfMk89fydPPF89fzifRf9NP0TfXZ9In1zvUL9vz2yPdF+An5v/lJ+pj7t/xw/tMAyQKCBUYI0wmfC/wLyAtnC6oJ8AifBzUHtQeBCIAKUAz1DuIQRxI2E6ESbBHdDgIMOQnNBtwEQQRDBEAFGgdICEMKIArOCYQI2QVFA1n/0Pzy+Xn4VPif+GT6dvyo/p0A8gE3AqABIAAB/rj7kvl09wn34vbQ97T5X/sF/rX/UgGnAjcDggOcA1MDlQKhAScAIP9r/QP8rfvK+tX7Q/0h/8ACtgU/CEgKSQvpCgkJpwYbBE8BCAAfAMYBQQQHCIIMvg9kEvUSMBIcEBoMRgj5BCoBL//V/r/+zf+6AIYB3gHvAFr/5f3F+/D59Phb+KT44Pi6+UD6A/od+Q74dPbj9DX06fM19Tv3Kvp7/ekAogN0BdkGfQb4BQMFfwMyA2wDQgSUBowI2wrVDKkM3gzeCjgIpQWvApsBogAaAcsDJAbDBxYKVQpaCX4HnQOVAB7+8vrg+pX81f1nAdAE5AenCsALJwyBDI4LngrUCr4KzgpvCxQLuArMCmkJsgixCHoIHAnjCs8LVA0MDlkMlwrlBsYB6/zH95Xzg/H78LvxWfT+9zz6Pv0Y/vj9dv19+m/5xvfw9vb3UPk6/Fn/uQGIBLMFsAYtBn0FRwXKAwkFAAZWCJcLSA4sEe4STBLSEJwN9wenAtH89/cK9UbzQvRV99P65f/aBMMHfQm+CDoFfAC1+T3yjuyj56XkYuXC6MrtOPXb/GADsgm2CzYNqAsHCDgFFgGj/x//7QBvBCcJ0w0MEmQV0BaJFjAVaxILEIAOjQxiDWcOww8iEssT+BNjEwIRUw3GCHUD6v5G+2/49PeU+X77T/9/AjYG1wf8B84GeANcAPb63vfP9Tn15/fD+4wCtAjMDsIT8hWRFaARZwwJBev9kPfY8+Dyh/P89wz9HQJlBtUHUAhUBTwA/fqY9IDwT+027H3uHfFP9f75/vz5/+EAYwANAML+VP5Z/qb/qwFxBF0HUwmmC34MKg1zDZgNUA6VD+AQZBKBE8YT0RL6D2INrQi5BK4Bzf6//nv/hgFwBOEF+AbfBe8CYv6p+Grz0O3x6nPpS+qk7Q/xFfac+pz9y/8xABj/A/38+ov5mvgY+eL6jf3TAH8DZAaCCOMISwlqCK8H9Qb9BbcG+AYYB04IYAjuB2YHIAYPBbMDTgJKAv4CsAOvBS8HHwi0CFUHPgaHA2kAWf5l/AD8z/wo/xkCvwUlCY4LtQw5DLQKFQgWBVECfQCS/5f/MwEnA7YE2gX4BTUFGgPaABD+l/tj+Zv3hfcs97n3Rfjc+M341/gA+br3y/eF95v3qvh0+ar62fvQ/GX9PP5//tz+xP9/AHkBMgP3BDsGBAgHCZMJPAp1CZcIDghHBnsFPQUrBBUFhQUKBlgHnAeyBxsH1wWlA+IBEv+E/bH8e/uJ/ID9zf74/2YB6QDgACAASv5E/rr7zfuI+7v7b/39/QoAuwBAAZsBKwEdAL//G//E/pb/GQA8AWICeQKZApACYwBp/579Ufs6+2n6wfoE/Ov8w/5CAOIANwLvAfcA4wAb/0z+h/04/d/9gv5JAKMB/wNxBRoGnQc6B48GiQbdBZMFOQbTBp8H3QgbCQ4JGAk6B0EGNAU/A1oDHgPEA9AEyAVTBgwGuwRNAqn/L/zi+Bn3SPZQ9rz4gfue/swASAKxAoABIf9//Gb6R/jY98P4RfuS/twBVAU2CBoJPgnYB8YFfQPnANIApQApAb8DmwUuB60I0gcDBwwFPAFw/9z83vra+ij7ovzz/er+nf9h/wn+Cvy8+uX4xPcW+NH48vr5/Bv/jQBgATwBIgD4/uT9ef3V/eX/RwIjBTQISgp/C3ELzwlCByAEzQC1/vT9xP3N/8ICWQU+COEJJApvCSwHPQTdAcT+Kv06/A/8yP13/iQASgH6AW8CkQHjAWsBrwG/ApQD7QWzB1cJTgpfCsUJzgccBrwEGANOAyIFOwf3CrYOghB2EvYRhg40C6EFtQCA/Hf5mfm3+nb9eQFIBK8GKQcxBUgCQ/2j+A/0GvGy74bw//L29f764/7+AR4E/AR0BHoCmAA2/mn81/vT+wf+zwBKBO4ItQwIEHERuhEgEG0N+wlYBdMCaQB//6cB1wOCB00L6gxoDgkNAQmzBD/+uvik9CPy1/Kb9XD6j/9UBLQHUgimBokCvPwa9+bxre/k7yjy1ff0/TcEXAq+DegOQw5pCpEGigJ7/gr9I/1l/jICYAbiCeEN3Q/QD94PWA2HCUIH+gIDAOb+ev0j/kIAuwGgBAYHMAciCMQG0wMmAez9Mvth+t/6Uf0qAUsFAQrbDI8NtgxmCSUFXgB8/MT6Q/ur/gYD3gh9DrYR+xLHEbUNagi6AtD9evta+ob78f4NAj0F2gYQB9IFxQLI/5f9U/zh+8f93f81AiUE3gPVArAAdf1++lb5f/nS++b/IwS1CPUL9wwZDCgJ3AScAEn9n/u+/MT/5QMvCV4NGxB1EDgOiQpqBQAA4fuB+VT40Plj/Gr/GAKnA/cDqgJoAOf8OfoA96P0OfSX9Df28fcy+j/84vzf/UH+QP3o/a/9jv6+AK4BUgQlBv0GvgdiBw4GggTAA7gCaAOJBCoGZwklC6EMzw3QDKIKbAfmAysB+v3r/Mz9uP/ZAmwGEQrcC3QMQQu9CHoFawEM/jH8a/vn+3L+OAEWBMcGQgiUCM8HCAY4BKQCTQERAToB3wEwAnQC7wHUADD/Fv2P+0b6lfnB+VH6T/s+/N78i/0h/aD8YvtC+mj5RPjL97H4uPlC+07+jAAMA6AEZwV/BZIE7QJBAU0ACv+h/y4BaQNGBmwInAr9C/UKigkhCB8FNQNPAv0AHAK9A4YE4gZiBxEHtgZzBGcCPwDn/ZD8v/wA/RD+2f9SAA0B4QDt/wz/Wf2a/Ob7lPs1/Gv8of2m/kf/PgCFAFMAAwBU/yr+/v1G/TD9vP1i/ggAswCxASoCvwG5AOz+7P3H+4r6sfrQ+t/8gv48AGgCdQJHAiMCawBc/6j+if74/l0AMAK2A1QF7QUsBgwGVgXBBDUEzgOKBPQEDAbiBm0HWwdMBtYFvQPKAmcBPgAaAYoATQEoAhwCvwEuAfz/UP5k/G36CPrj+JT45fmn+tf7NP0P/mT/wf6Q/Xf9A/z8+lT75Pvj/dT/gQFtBEEFagXzBEsDdgHO/6b+5P4IAekCIQZgCeIKQwxhC90IVgaWAkEAg/7I/eL+bAAmA8gFewe8COYHowU6A4b/rPz7+Zz4F/kx+p381f8PAksDCwSeAkMA1vyj+fX2nPXB9UX3c/qs/VwB5QMnBT4FvQMhAWb+1Pup+Ur5lfqa+4v+5AFAA3gFYgUwBEQDcwDJ/p/9m/y7/Av+xv8BAgUERgVeBkUFcwRpAjcA3f7g/Sr+wP5fAT4DXAV4B9YH5wfzBqIE1gIUASb/Dv9q//7/pQEzA3YEowWPBdYEwAPCATEA7P64/iH/Hv8UAdUBRQLjAjkCwAEqAMb/d/+b/wgBPAJVA7QEggRWA+kCpQCL/3n/PP+1ALUCywTyBjMIPgirBxAG8APfAnIC8wHBA/EFaQemCRgKZAl5CAIGPQR2A6ICDQMVBKcFgwaFBtIFkgMiAbT+ovyy/Fb9of7+AMUCfgMXAhQAXfxB+NH19PMZ9S74xfsFAdUE2wXiBbYCev0B+c707fKQ9B743v2JBJUJ2AyeDFYJqgOx/aD4a/Uf9on5nP+gBvUMEhFeEg4QGgsvBcn+o/pJ+IH5qv08AhUIFwyCDa4NzQp6BrcCXf4k/N/7rfw4//8BdwRbBdsFlASvAtsA/f5P/vb91v4WAMgBhAKYAzwE+QOmBGwErgTVBMgE5wSYBPwDpQLhAuMBmgGnA68DCQXvBu8GEwfKBscEnAMNAlwAmgDoAMABaQPWBLoF3QYwBmAF7ARTA24DkwOFAwcFmQUoBgcHlwZhBpUFgAT5A4MDVgMrBJEEPwWEBfME9gTdAoABBgAy/lL93vxX/Rv+5/7J/6UAWACF/4v+Nf0z+zb6tfnA+aX6LPtB/DX9mP2b/cz9kv0i/bT9Hf4//7EAhQH2AuMDKASnBMAEdgTQBP0EmwUaB/QHNglOCmcKvgpsCqsJTwhrBi4FJgR1BP4EOgaNBykIyQirBygGAwR6AWn/sf1f/c38IP42/x8AjAFUAfQBewFkAQ8BKQAbAOj/BADQAAEBtwFKAtcC2AMtBPsEkwTYBIEEeQPaA+YCxwL9AxMEpAU/Bo0GGwfpBYYFOQSUAykDrwMxBXwGFwm/CXsKiAqvCHUHOgV/AxcD3gIzBA8GBQjWCacKCwsVCjAIKwaJBPACEwLlARMCwwK0AuYCVQLgAFz/v/1S/PT69/kx+c34ZPgx+Db43veM92r3fvdy96D3qfex91b4ovjN+fT6yvs8/Rb+7/6//w4AbgAJAYYBvgJgBNIFkQeoCFkJ6Am1CbQJWQmVCVUJLgmaCWUJvgmBCXAJ6Qg9CKgHQQeHBuwFhQXSBOgDAwMzAjMB8wCfAN0A+gDmAB8BmwDQ/7T+MP23/Fz8Mvxq/d/9sP5x/2v/YP8w/lD9Cfyr+2H7GfyY/Qv/ugA2AZcBuwDq/4z++/2a/T7+ZgCTApAFvQc2CboJBgmCB58FFQR0A6gDuwX7B54KTw1nDqQOFQ4yDNsJPQjCBh8HtgdzCSkL9AstDOEKbwnHBpYEZQIlAVAADACeACYATgBh/yT+mfyX+iz5d/e29kf2V/aU9oD2dfY+9p/1F/Xg9GD07fRd9WX23vf2+ML5Nfpv+kT6QvpT+mj7PPx0/oUACAKyAwgEggTCAxMDZQKmAS8CggIYBNoFUwd3CNQIqAibB4AG4gTIA7sCcgLaAqYDrQRnBUEGHgZ3BUMEgQLZAG//J/7m/bv9Y/5J/+r/mAAkANn/dP4D/Z37W/ry+bz5afpr++P8/v1l/wcAy/+l/9P+Kv7W/QL+8f5oAFICAwSNBbAG0AbuBo4GEQbWBR0GnQaqB0sJAwrqChsLswohCgUJUwiWB2YHtwcLCMoI/gjyCDwI9waTBcADRAL3AEIA5f/g/9L/uP8x/1z+P/2x+7H6g/m8+G34aPh6+Kb4bvgB+Jr34vaN9kf2iPYp9zr4S/n9+av6uvrA+nv6Uvrd+j37kfzx/V7//AC2AR0CxAFTAdUAZABoAP4A3gFAA34EkwWABoMGNAaJBYcEkwMjA+kCEwOzA2IENgW0Bb4FjgXSBMwD3QI2Am4BNgEXAToBtgG9AekBiQEQATEAI/9P/mj9KP3+/Pr8eP1X/cn9Hf4O/qn+0/4+/7X/5P/2/0UAiwDQAD8BvQF4AmQDVAQuBUUG9Qa4B+EHwwfZB2sHgweLB+wHlwhECTwKtwrvCqIK4wkBCbcHiQaCBRgFHwUMBWcFVwUUBWcEKQOsAff/df4//cn8t/z6/CL9RP0C/UL8Gvug+Vv4OvfP9ub2bPdD+MX4WvkW+Yr47fcX9772gvb99rL3r/gB+uD6mfvz++r7APz2+yn8sPxh/Yf+sP+pALEBQwK9AusC5gIPAzMDjwMrBOUEqgVbBsIGFAcSB+sGqgZbBh4G+gXRBe8F+wX+BSEG4QWiBRkFlATlAx0DTgKQAfoAcwAhAOz/wf+P/0//Nf8D/5/+e/7f/bP9dv03/Wv9jP3n/VL+3/5j//H/KgBcAJQApQDJABUBegEeAtICjgNOBOwEeQXYBQkG+gUMBiYGPQaJBuAGWgfLBy0IeAhgCPsHbQd9BtkFTQW6BKEEaQRdBDgEEgS3A/UCCQLrANj/7v4z/nP97fx3/CL86PuO+xz7fvqz+ff4D/hG98X2hPZ49on2wvbj9iD3MPc29zT38/b09gL3QffI92j4HPns+cT6Nvuo+wH8UvzG/Gf9F/7r/tf/pQCTATgCrwIYA2AD0AMPBIQE9AQsBZEF5AUGBjAGUAY4BjQGEAbxBcQFbwUABYUEFwS0A2MD+gKeAkkC9AFrAfQAbADQ/yf/l/4v/tv9oP1v/Vz9IP0J/bH8evxf/FD8S/xh/HL8jvzz/ED9of32/Wj+qv4O/3f/yv9JAMsAYgHpAVUC0gJUA7gDNwSCBMYEIAVTBY4FnwWxBb0FrQWtBZMFfQVFBQMFxARwBBsElAMKA3QC0gFUAd8ALwCf/xL/ZP7d/S39bPy6+wX7Vfq6+SX5x/hT+AP4xfdg9xb3wvZx9i724/XF9c710/UK9lr2mvbx9lX3nPcW+Hv41vhi+df5XPr7+rb7cPxL/RD+jP46/8j/NAC1ACMBiAEHAoMC6wKDA9kDEQRABD4EOAQmBAkE5QPgA9kDwQOYAzMD8AKEAhgCwgEyAbIANADl/4z/H/+e/jP+yf1J/c38TfwA/MT7lPtr+2P7YPtN+zH7LPsV+wX7Ifsy+4f7/Ptx/AD9hP0O/nv+5f5A/7n/FQB7ACcBugFMAvACkAP5A24E2gQSBUEFRQVrBYUFkwW+Bd8F/QUJBuwFqwVEBboENASRAwIDnAIxArcBRQHHADoAkv+z/u79GP0p/GP7mPr4+Vb5tvg1+Kr3Dvds9vL1W/Xw9I30YfQh9PnzGPQu9FH0TPR49Lv0CPVJ9b31TvbR9oT3LPjw+Jb5JfrT+nn7EvzA/JD9Tf74/pz/IgCZABYBYgHEASQCXQKcAuICFgMXAyUDFQP5AsoCmgJ4AjAC8gG+AXcBDgGsAD4AwP9b/+7+ff4G/pb9P/3T/GD88vum+0n73fqS+kn6EPrk+c/5tfmn+bT5xfnk+RP6R/qF+t76M/uR+977ZPzp/ID9N/7A/mb/BgC0AEcB7QFmAs0CeAP4A20E7wRRBcQFMQZlBsMG6QbHBtkGsAaEBn4GRAYXBtMFfAUyBdUEagTVAz0DpgLoATIBewDQ/wj/Zf7L/Rz9fPzW+zH7rPoW+mL5v/go+LH3Nfe/9mz2SvYZ9ur1zPW99dX14fXu9RH2UfaS9u/2Rfec9xn4hfjx+Gj59Pl6+hT7qfst/L38R/3F/UX+rv4l/6D///9YAHwAygA6AWMBjgG1AcEB8AH9Af0B9AHzAd8BqQGYAWYBSQH/AMAAkQBMAAsAu/+h/0n/Cf+5/mD+J/7o/dD9fP1S/S/98fzl/N/80fzU/Pv8Hv0o/Wr9kP2p/Q/+UP6y/gj/O/+S/+P/SACxAA8BkQH8AVYCzwIoA5QD5AM4BIME4AQ1BYsFywXzBUYGWQZqBooGbAZdBjEG4gXBBX8FSgUMBckEbgQhBJ4DJwO1AjICqwErAagAJACy//z+kv76/ZL9AP2R/CD8efsT+5P6O/rk+az5Zvkf+dn4xvik+Iz4j/h7+HP4dPiG+JD4lfje+BL5MvmO+cv5/PlR+rz6/vpE+5f71/sm/Hn84vw+/aL97/0o/oL+wv4G/0r/j//G//T/LQA/AI4AtADZAO0A7gAOARoBJgH4AOIA2gDOAK8AoQCdAH0AbwBBACsANAAoABoA+P/l/9f/2v/V/8P/xf/Y/+D/6v/k/x4ANABNAHkAfACwAM8AEAFAAVoBjgHOAeYBFgJ0ApUCwgLzAi8DbgORA7sD5AMVBBgEOQRgBEYETQRnBFgEVARVBC8EEQTqA9QDwAOAAzcD/QLbAqICRQL+Aa0BZwENAakAcwAWAKb/bv8i/8b+gf4X/ub9ov1X/Rz92/y3/ID8Qvwa/P370vu9+5n7iPuF+3L7d/to+2D7Yvty+4P7k/uZ+6H7uvvK+/j7EPwp/En8ffyv/Mf87Pwb/Sn9WP2W/bv98v0U/kf+c/6g/tX+7f4e/0X/aP+R/6v/2f/1/wkAJwA9AFUAagBvAIUAlQCTAKgArACrAMIAvgC8AMgA0gDNANMA4QDhAOgA5QACAQ4BFQElARwBMQFAAUABVQFKAVcBbwFjAWoBYgFrAXsBbgFhAVUBWQFWATkBJQEhAQEB5wDXAL4AowCNAGsAQwA4ABAA6f/Z/7P/f/9f/zL/B//i/q3+hf5e/jL++f3g/bD9cv1F/R/9Av3T/Kj8iPxj/Dz8Gfz+++P7u/uu+5j7jfuD+2j7dftx+3P7fPt9+5L7qPur+7/70vvj+/r7E/wz/E/8a/yR/Lr83/wB/RH9MP1d/XX9jP2x/df96/0G/hH+Mv5O/m3+eP6K/pz+kP6t/rn+vf7B/sf+u/7S/tf+xf7N/sT+xP6p/qv+rv6i/pj+lf6S/oL+eP5k/l/+Vf5O/j/+Nv4o/hf+Hv4R/vH96f3c/ej99f3a/db9zP3Q/dT9zv3Y/dn93/3w/ef97/38/fn9BP4P/hj+CP4c/iT+LP4w/iz+N/48/kT+Nf49/kX+Pf5D/j/+MP4r/iP+E/4U/gf+/f3w/d391v2//bv9qP2N/Wn9UP07/Sb9AP30/OH8wfyq/JH8jvx3/G38Tfw3/EL8K/we/Cn8Jvwl/A38Dfzz+/H7BvwF/A38GPwb/Cv8KPwx/F38W/xc/GP8Z/yG/I/8ivyw/Kj80Pzy/Ov8E/0d/Tr9Jv05/Wb9dv2A/Zb9nP2z/df91f3Y/fj9D/77/RL+Df4a/hP+EP4g/iD+Gv4B/hH+8f0L/vf94P3e/cT9vP2t/aj9o/2v/Y39e/1p/Yn9Yf1K/Uj9Mv0l/Q39EP3x/AP97/z+/P/87vzt/Pv8E/0J/RH9Hv0V/QD9Av0p/Rz9MP1H/VH9b/1e/Xv9fP2F/XT9Yv19/Yb9eP2L/Zz9iP2W/Zj9rf2g/XH9ev2S/XH9f/15/Vf9bf1N/UX9MP0Z/f/8Ev0H/fH8Dv0f/Sb9BP0K/fv8BP3i/M/88fwP/Rn9zvz+/A39B/0U/Q39Lf3n/PH8Cf0Y/Ub9MP0+/Vv9T/1I/Yf9y/2q/ar9u/22/en9+v3//Q/+/f0t/jX+Kv5P/lr+df4v/mz+k/6+/of+fv6Y/nP+1P7K/hL/xP6T/qv+1P6q/oz+wv6y/pn+jv6g/lj+Sf4S/m7+Zf7t/Rv+y/2a/X79xf3w/XD9av1h/WH98fzY/Bn9qvys/I/8svyU/H/8rfyz/F38bPyl/Cn8Mvxb/Gf8evx8/Df8Y/xg/FL8WPxh/Cj8C/xG/CL8//sB/HP8Yfwi/Df8DPw1/P/7MPyP/C78jfwn/GX8rfwu/Df8cvyp/H/8UPx//Ij8Sfyr/Mn8zPx0/MD8Ef3U/OL8+fz6/Nb8/vxf/Vn9bv0s/W/9x/2Z/d/9oP39/Rb+e/6//iT+QP4P/nH+wv6i/k3/cf6R/tP+nv6O/mP+9/5d/v39iP6L/kD+b/45/mb+0P3h/fL92/01/nX+3P3S/fH9vf0p/lX9vv1h/YH9q/2L/WX9W/0Z/ZH91f3x/JT9H/2M/b393/3+/T39Nv1r/bX9ef1s/cD9gf3w/WX++f2C/VD9YP31/Wb+SP5X/p39X/5b/d79p/7O/V7+iP0U/tL9Dv5v/Zj9mP35/JD9Sf2O/f38T/0B/bT9pv1P/a39Cf1+/ZP92v0p/nP+T/5Y/en9cP2A/YT+Cv5a/hf+yf5w/jb+Hf5m/tb+3/2f/gj+8v1M/n7+xv4n/j/+Pv7l/sn+af7C/+7+G/9u/3r+g/5I/nX+B//V/n7+ZP/J/hf/Yv8B/wn/r/88/9T+uv/Z//j/lv9gADr/0f5//xf/3/5O/pj+yv7A/wgAMf9V/w//4/6J/hH+mv7d/or/Cf8HAIn/ov6s/7X/NABD/6L/pP4N/pH/agBWANcA+QCy/37/4P9E/9j/DP+6/tX/xP4sAE//MQBY/rD+xwCq/psBGAALAHn/iP/r/4j+OACt/mH/BADvAKX/t/5Q/1X/JQBHAD0Ap/8hAIj/GwBV/5b/gQCl/zQBFQHy/0kAXf/g/34A+v8CAEv/HwCm/wgBMgHx/9wAkAD2/0D/fgC3/vz/VQAhALb/yP9gAGf+YQFS/3EA8gAxAOr/y/8G/7L+FwHkADkC4gC3AE0AXQGR/wwAjgDKAIgBHgDtAML+OwAAAI4A3P+aAEcAzgDTASMAiAEj/1QA3gD6AM8AVQCHAEUASwF4AOD/jwCMAIIA3AD8/73/Qf+N/5//zwD3AcEAHQFa/7kAlAAB/wkBKv5NAJEA4f8LArAAyQFP/+b/rgBt/hgBPgD2AFcB2/43AOsADAJHATEAbQAx/6H/ywC0AeQA7wAAAI//FgEjABUA//5vACQAWwG/AEsBtgBe/q4C5v84ASQBWQCTAD0ApQCN//j/kP+8AE0AQAB9AZgBYwHtAOn/JQDC/6D+k/8yABUBBABjAdMAX/+gAbT/MgGy/zMAef92/xcBxf2fAXQATgDBAEj/IwE2AB0AAwDVAM3/YgCM/3EBsgEdAN8Bmv+L/0z/uQEqAdr+ewCKAX4Bqv9LAZMCnADeAGwAwf8N/v7/PQAQAVgBqQCnAYgAMgBS/+T/uP9zAB4A//95/3EABADZ/1z/twLJAEj/3//L/gECov4kAuP/zgBLALX+pwPd/+YAVQDy/qn/XQDG/48BCQDQ/8sB4v5CAhb/WACUAYD/CQAD/w8CrP8p/xwA0QAQAK/+ggO6/l0AKAAi/rECCf50AZn+jP9I/2AAzf+5/4oBW/5xAX4AFP5K/tIArP3zAjv/EgEv/+r+XAGi/Q0BtPxtABD/TwEbA6EAqAEj/0YAPf77AEkBbP41AvH+jP9WAOX/QP89Aeb/UgAcAI3+hgGV/kL/BAFd//f/FADm/53+Bf9DAkr8GwLG/57/CwCs/ikACf8r/0f/MwCF/bb/y/45AUn/3P7l//4ACP/1ALP+5f7n/pD/E/96/2L/QP1NApX9FgI+/7H+TP6n/of9jP6KAGIAHgEY/5H+9vvu//T8ef+9/uQAZP6gAAD+5v1dAIb9ZgGN/E4AHvzB/rD/9/+5AGEA3P3p/tj+K/x9AKz9sf4O/sL/JP5N/4z/bv+IAHX/AwCO/iUAYP2+/eX/jP9rAPb8aQD//hH9EAAw/c3/Y/8g/wsAg/08/vj9Ff3D/g7+NQFl/+L/QAEA/rH+OPwAAOn8Af/fABgA9f/M/l//iPwP/3n+YAC//egAlf/O/mX/1P12/Xz8oP+6/igBe/6UADEADf///fH+MP4S/Y//g/0H/yb/dP98/+IAbwAF/4P9Bv47/sX8jf37/4n96v1VAJf9QQD3/fcA2AB5/An+QPsI/hL+O//ZAHL9zP4P/zH9+/0T/lkA0v4AAMX/Gf1F/mn9Sv+A/Cf/R/08/nAAhP4SAMH9iv6p/qP/E/7G/8P/q/wf/+L96P6R/0H/Y/6w/uT+Of6e/Xj+K/7f/J4AZP2v/9T8j/8IALr+ZwFG/RoBaP0W/hz/T/1k/z3/Dv5s/jH+Nv+v/uX/4f1q/9D/L//UAKz9PQA3/DYBxv3N/kX9If2OAJD9NgIw/FYA/fw+ANQA4P1gAKD9eP/Q/jP/4/5S/5z9zf1R/4P+QABL/zP+gf60/uf+Hv7D/s7+IwBZ/1sAyv9q/4j9SP4x/3b/oABV/9b/UP+K/0z+if9a/nP/CwDxAET/HfwD/qP8lf56/44A3v7x/Hb/Zv4JAiT+2/6C/2r9Sv8T/db+S/+0/2/+/f+L/p//af4Z/67+RP5C/nz+oQLz/zIBTf/T/kH/nf5m/+z9rP3+/5z+3wG9AWf9Hv9Z/f///P4SAEQAL/4MAO39yP/q/nT/SQDC/vwAOQGd/9D+Jf6w/Sv+JQEWADX/tf7r/i8AjP68/jX/k/8BAAAAaP6k/zb9I/+sAHv/3/8I/zEB6f4b/Zv+7/7o/2P/PwEKAaP/iP4g/iAAjf0sAWr/qv0sAAr//v1jAHEBhgDb/1YBx/9M/5UAwP5y/8r8uwHXABL/T/+f/8P/Vf8iAa///f9y/T7//AGu/9v+AAA3AFz/jf0gAcEAKP6Y/4QAhgAb/mj/+P/q/jsB7wBT/5n/kf4eALv9b/+6/zkAnwHc/noAAQB2Aa3+8AHf/sr92P+z/nsAP/7EAEX/UwAOAEUBmP10AL79/f/EADcA+QHH/T4Ccf0XACP+YAGp/b0B0v8eAPL+3/2qAY77ugNl+yQCP/+R/lEAwf7GBGz7ZwCH/CMAF//M/X0DIv1LAuEAIgG5/gP/awALAM7+NADF/zQBbQENAHYAI/7w/14BIwEXAJ8AofxY/rz+ewLm/uL/X/0CAF3/wP3K/8f+4v9l/SwBi/8KAvT+rQBQ/jr+kP0S/1f9Uv7/AMr8ywAo/5P/nf9UALb+0/6qAPz9JP7t/x784QC+/VAA/gCu/WD/EP4QAaf8AQFy/uf9gf0BANz/K/0X/w0Atf+j/eP9sv6p/pUA+ACD/cn/Ofyz/uv97f5Y/mQB9/86/5EBw/xlAdz9V/7/APH7LP/8/0P7zv+Q/WgASf9F/+sALv5G//b/+/6H/Nz/svxw/VL/ZABCAPv/0f6g/1f/uP4XAAb9t/5c/XwAQ/65/RcCXv4kAVb/SP/C/Lz9gQFL/EX/PP4L/8sAFv7M//f9WP+MAPH+Nf9Z/dL/igAn/63/tP0q/m3+tP8n/or+BABc/UH/pf20AKf+bP/1/cr8qP/F/O0Czf2X/zkAC/zwAG/9Wv3a/1L+//85/C3+U//p+6EAXP/M/n3/Z/9i/tL95/w5/0EAdf2t/GX/LfzO/GgBTf5Q/hP+Vv+J/zL/Yf8wAAj9m/3i/TAAp/0EAMT/XvvsAOL8AgDm/sX/+P2K/PH+xQAI/gr+BwDB/MT/Tf+yAML7ov34/6z+D/6Z/yD+S/0J/isBvv1V/aAAHP2R/qL9mP+y/SUAb/9AASX+/vyP/BkA9vyQ/YoCrPuzAt/+Af+q/pP9CQCR/HAAKv/x/R8Aevy2/hb/yP6K/vH/YQAN/fv9Q/7l/Zn/CwCL/Qr/k/zCACH9IgCX/hH9PgGd/KoDRP2jAbr8Ev+v//78kAEX/Zv+xfyq/2/9e/4nAG79eAGtAD77PABs/kb/Tv6AAf3+Vf3m/Un+TACW/e4CBv7a/8f9SQBe/k/98ACN/FsBVP6t/4P9Iv5N/3X94wGZ/3z/BgCtAAT9LAHh++IBzP5Z/jQBVv3vA4/82ADQ/dcB//wBAKz///4TABsAbgK8/n3/ev2cATj+3QEs/zYBRPsS/lMAxv0TAl78ZQO1/n3+h//B+xUBHP60AEMAm/9p/tr90P/o/rAAAf9TAV4BFAGk/Iv/LP6Z/3YA3/5EBOD+zP72/xMAzv6OAP/+3P6LANf/JAIeAMgBZwCb/1QAFv/c/i4AVv9m/8IAXf9YAqL9gAGeAJIAWgGX/pX/c/1IAcr9hwBbAPf+H/43AToB2P3DAx//cwFx//f9eQAN/PUBTf+CAB8B+QBB/zP/KAKn/gQAoP7G/4QBfwHB/sj/S//xANn9qAJ4/xgAvf9d/T8CUvwMAmIAHwDn/yQBNgL2/5wAeP+4/RwBGv7g/lMA7wHc/4sBDAH1/bEAfv5ZADv/OQEe/6//+P+uAEb+tP/A/0wBCAEcAiEC+v9CAk/8AAAr/gwAMAK1AMAA1QB0AsT8nwNe/9z/n/9a/ooDBP0fAxIAYQHe/9cAcP9//+H/vv44ACT/vAFF/uABMf83Atf9ZgDE/4UAzAE9/yAEGf6VAnAACADX/93+0v7TAUD/swLaAN0ATwJoACcBIwDBAPf91AN5/RUDwfxnA0H+NgC3AhoAhwI6/6EG7vxIA4n8hgSl/ur/ggO3/VoEof1+BEoBlv92A+kAGgDl/6QBPAGm/0oCUwJVAqz/IQHbAB//XwLN/yoB+f+LAW8BDAINAyj/ywGb/y8A/wFfAP8BUv9nAFcCjwCVAs8ArwHp/9n+rQAgAWwBQwJIAkkChQGhADcBswDMArH/7wJY/vn/NgPk/6sDn/96AT0DSv+ZATgADwD//3kB0wOK/64Dav8EAxb+QAIpAgP+5QN0/eoDyADeAhcD+v8EAccBCP8KAgoBrgEdAW7/TgSU/6MCPwBoAT4A/f4IAyUCJAIhA1H/uQOkAFUCAgT+/e4CbP9LAhwBAwDeAJgCLgEVBB8DQAI+/14BswHe/tkEVgCPAj8BHQEkAvYAEwAMA7UA0QLJAT4CpgJ+AH4B3AA7AVADZgHN/1wCSgG4AtICrgTL/cUCFwKp/0gCBgDd/zUB+f9yAyP/YAF5Av4AgASO/s8GNv8PAX4DigBBACYCqwBlASYATwBwApsAAwMZ/18CEwDXBFwDUAGZAQABIABZAu4B3wGbAtb+IAIe/mMEzAEqAVMC8QC2AXwAZAMpAFIB2AHjALoDfwFr/ygCkP4CA2QAlAGjAWr/pwLRAYwBSf8TAq//GgONAegCsQF+ANwEQADCAsj/pQCr/w0CVAEOA4MCQf/1A6z80QS5/wwBNAGf/ioFSv3EA4YDHgJkAn4BZwRk/uEB2AAIASIBoQCvATz/5AG2AY0CB//kAJ/+HgRlAasBxAOm/p4BDv/bAl7/vgCdAc0BgQPfAt0B3f6p/wj/8v/FAqEAxwEnATz/mAG6/roD8v9RAEsAfwCTASkAmQID/+X/B/1C/8cAOAX6/2sCPgF+/tX/eP9fBKj+9wNTAAUDHgAm/jsBnwUcATUCcgOO/FwDLv0/ApP9UQN3Ai0AaAEZACMBD/3xAlUBQAP0/NkBsgBz/8ABSf4LBVcA9wFuAm3+l/9A/0r8K/+FA5cBUAE8/x8Bq/0IAb4AIwJvARQCIQCg/ksCs/ukCG396AFGAFT+9gMZ/QYEkPu7Akj8dv8YBOX8VgMk/woEuv6//KIClAApA6//igLOAYsA3QEC/U0ErQIfAFAEy/3dALv96AK6/uD/IAVz/sgCWvssAJX+8f9fAHf9mgCPANn+H/+rAyMAPQPqAQj9/wJ0/0z/5P82AdYDxP/YAH0CT/+T/UkCUACS/0H83v+A/Y7+4v97AxAAqQCFAij9hwQ9/h8Csfz0//j9k/yLA+j9zP73/EwCgP4G/ZIC6gEZ+wn/wv5H/9IBXPzCAxIBPf+q/TcAiAFN/nr/JgG3/SP+NwHPAswBMP9wAu0A5v8pAU//avx1A9v7SQAy/uz74v9k/OL+ffyWAdn+vwCn/18CrvzT/sr+DgKzAGAAIQIC/zYANvvcAPP5vANh+1X/qf5K/nEA3vumAz/62gIB/FQAygLm/RkDtv5A/wD7Tv/l/eL7rP5h/ln/zQG9ATL9M/yd/yMA6/v0A/QAHf22ATgA6gBC/k7+uAIc/EMDvP0SApn+EP2/Aqb5pwFG/N4F1/ufAIP/j/p7BED8swHo/eX5kgAE/Nv9Xv/Q/SUDvf1CAvgCxv1bACP9f/9q/8b8ngAa+7UAU/yZ/l0Am/uPAZD9fv+vAoQAIAH4/lP/FP8c/VH/Lfrn/D77ngA1AUT/5//y/YQBCAESADf/7wGE+k7/DQBO/Nr/i/zF/+//HPyl/+39cP1r/vkC4AFi+/ICWP7Y/Jn8oP3B/EP8r/7F/+j/if9wAL8AMfsE/ikBJvwJ/woASv8F/c7/g/+lAsP8ewN8+6f/Rv9n/EoAyvs7AhT93ABV/bz/qf6J/uL+ZAD8+OUBtPwu/pr/Pv0ZAZX9Pv72+9kB2/yeAVr8QwMT+6MAWfyv/w4AmvrZAwz7RARF/RMBcfwo/hYAWv1WAvn9EABk/Ob72v3E/Or/fv0L/xn/tf4iAff7xP4p/Yr7dAAH/7j9gQBo/Zb/OP1X/aMDl/YvAuX9y/sPAnT8YP+J+/IBYPmy/5MAoPvXARr73f5GAPX87AAY//v7B/5f/gYBgv6T/jUAlfrpAKL8k/32/sf96//T/KD+U/uA/2v7+ADYAJH9gPw1AJcAdftWBOP6SwAh/b34CQKT/D/9C//L+hYA8fsN/agBivoe/1b+2P+A/QUAFQGl/Qj/agBb/eP8J/9g/SEAnf62+cv+af0j/CQCMPwmALL5nP+bAuL7qv8o/QT+y/7WA3X/Nf5//Ib8dQDz/xj9FPtv/V3/Dfsk/vUBwfgLANP7KAB9/db6RQE7+7H+DvilAvX8Ff11AYn7VP4W+X7/DPy4/nsAPP2tADD/kf58/HUAqf3j/9r+3vzz///5mP3B/L//Q/55/a0B4fvW/JH/Rv7P/Yv+nAFhACb+D/8Z/xMC0/y1/yf+RP6Q/xz6wwA9/Lf9TPz/Ad0Asfv0/yf8+QCb/SP+2v3l//398/xt/5H/QQAu/bH+Wv+6/PH6sgCI/nYAovsk/+/+L//oATP82QDj+rgCfvwi/lv9i/u0Anj8PAB9+gcA0v7o/g396gDIAi3/zgJf+XEEPf1rAT8BQv43AcX9QwO7+IX+Wv16Aar/mgD//Wn8g/+c/i0BePwCAG0B+v/+/koAJvuuAnX9QgBP/IX/kADy9/kCAv2pBN76h/6pAvr61gH3/RYEO/1n/Kn9P/qWBSj/4P9e/a38cf8b/k4CSvpiAMf/nv09AWkAUv95/cz+aALb/hcAwACM+8n/ovqQAKj+uP8//vv9RAN9+9z8/v+//9H/OwSh/Pz+BgOi/5QDRf/p+1T+1/5SBeD70f4T/wP7RALn/PkCC/94/GIAp//t+4YBQv5pAQMBd/2DA9P+wwCG/7T/t/41/y38rAI1AeH8aAOX/SIAdQIM/1gCv/1TAOn9ywDN/AL/CgDWAEIDC/07BP/5PATh/+YB5Pyc/YL/wwA1AA/8JQYTAJ39T/0PASL9XQIo/1n/6Pp3/JkD6QKU/dADhgCeANYBev6rAx370gO4/4AAMgHx/f8DY/0LBM4BE/+aAIX+vADp/QX9UgOt/+P9ygDR+pYFwfxsBQUA5/7u/2H6oASv/DD/UgOw/pkB3wJRAKUEr/k7BH//ygH1AKP7MgAu+vz/wP6Y/yUDQAQFAxYFP/6cAuj/cvyZ/a//MwKW/poGNwBNAuIBLv5rARX8Cv58/hP/JQDO/XwCS/6sAtcB5v3CBfr9kwONA8IDaQYP/EEEpvrv+W78GPiFBDf7OANjAOP/RQXn+wwF3AEXACAFwgKQ/M//Cv61/sj/zv+IBP/8ZQK8ASMA9AGlABsC+/54Apn/KAA//g//VwDP/QT9+/8TA7X8wQKE/o7+QQO7/z0Dy/0h/3wAXv5NBK/9uAL/+Tj//gB9/NIB5/suBTn++wLr/54E3f6BAhcBuwH7A8D6RAV4/Gv+//q+A937lf6jADj/RwN2/YkA8vtv/yIBbQLNA/H/kPmZATf8WACZAg0ACP9R/ev+VQEu/5T9ZgV3+jECiQDH/4YAq/94/4T9jf6y/wEBjwBUAXL7KgBG/d8AL/4w/iAA9P2ZAZj/MgA//oT+VgJuAVz+yQCgADX9Ov/r/8X9kACD/BwASwKR/Sv/sv0rAHr+Pf7G//H7hQK1AL3/4P9T/TD/TPyfA9H/8wKD+pj8MQA4+oMGBfyXAaL/xf8WAeT69QGE/DMAvAGD/4P/VP1OAKj+NQGN/osAcf7c+7wAkPyY/3n/pv+6/hr/k/7PASH+Kf68/mEA8P4W/nj/zvzGAtD7HgMU/nn/ePwIAHv/EfqFBIb68AC+/f0BW//B/Qr/Iv9sAHn7DwAL/Er/kv0fAc79K/7gAMr8Qv8d/aYARwB7/ugB0f+X/dYBVP4//lIBFADp/tD7E/0j+sb8+P5G/p/7tP0VAj78SP6n+1b+yPw8/mwB5/4+/Cv+lAFR/ab/Jv2yANj9LP1Q/j78JAFI/CwALgD//S4B9Pk7/lf+sP3h/tn8wP8W/lr8jQBRAwz9Xf5q/y7/Lv3c+0MAlwFa/x4BdP4g/jgA0/1dAo7+b/8Y+ZP9Yv5v/EcBT/sr/0r8Wfy8/FP/If1P/hsAD/3+/DD/8QAk/gT9Sv7N/4z9rgB6/F/8Avu/+iQDyv1Z/lH8IP/D/mf65/5y/Gf/rfwp/cEAX/98/TP+ZP+O/vP80v48/t//nPwP/6gA6vxnATr/NwIT/VMAMPuE/0P/KPno/xn9JQJrAMj+vQBA/jb9mfwz+z4Aw/uh/Pj9pQKX+1z+awB3/BwBWPoABED6wAGQ/776+gOw/Cz+6vzN+/r6RwD4/p/8qP8EAFYA+/5X//r/mv6r/TL+2wDz/LX8BAAH/lX7SgCT++/8P/9h/asCofyV/7cAJv7V+wgEgf8K+xIBvfuF+/UAC/58/5UCGfzU/0j9Hv1QAJH98/yXAaEAG/7R/sz8vQHy+yv9OgM6/JAAKPul/sn/xvziAMT7DgJk/cz9ywE7/ED9e/40AKb+SPnwAlP9g/o9Aij6XQPc+9X/yABx+qIDUvziALwAfP0cARP94v0G/mv7QgJe/oD+KgGb/uj/W/o1A/X8gf9MAtX7PwBj/gsBVvwcBR79vwHaAbv7Z/wc/pH8J/p9/tP/DwBu+jADFv0CAJn+KQBYA0cDrP4bALQAhfsV/t//Hv0gA+79vv3XAMv5XQJ+/qwBqf5KAXP+NwBM/gUA1vzh/owCW/0vBo36XQCZ/6/7HQXJ+7P/wwCg/Qv/MfxsAiD8JgEJ/YUD5AHWALUF4vpJAj38GQHG+dz9M//+AN//Xv87BRb8UwV1+kgFP/zSAKP+e/2eAhz1JgNG/G7/Tvx8BocBBgIHAl3+OQCt/9b89P4zAln+rwPX/U0DpAFR/H3/af6/+sL9MPyfAKL3TwVv/10A0gSV//f/2QAHBPj4wQVv9+v+6vxw/S0CcP0h/9QCXgKlATMDaf1NAvT8swDx/ND8CwIq/p4D9ALaAXkAQf2hAo/8V/42/jb6kP7H/lEAfABM+t3/k/9U/hAEhP3nBDT+Qf78AlT75PuZAYj+7/1YA8r8EADk/1ACFPpbAl0BMwHHBOn79AOi/a0BLP6B+2v8Xfxb/XcAr/2B++0EQPv/A7b+sgAcAeD6JQIU/LIFh/q1/6H/Tv9x/qr/RgDE/af9FAG//8f7DAbM+pUC6PyPBR/9HABFAnL7UAKg+VoAHQLW/6X8OQP8+tQBT/3eAVb8Ufvp/9f7TQMs+84CVPlsA777zABt/5/9zP/5+o8EefqwBLT6uwKR/h39tgOW+WD90fpS+vL7eP5VA74AZwBD/z8Csv/E+XoCV/n0A+T70QGJAO74swi8+68CB/qUAW3+2P1nBXT+MQS+/MYFhv65/VD/q/n8AIj1nQAUAjD6qwcz+rADVf4PAJIC7/ZlB5r4CwHD/ZsBNgaD+nQC9/qK+4r66fzjAMv8rPyM/v38n/6S/0cCwvym+wIBW/hH/UX8VwAQBM39CQQyAaH7df9IApH/af/P/xz83P2z/az9xAG4+3YAzfzMASL9MfyHArX3uwRc++L+A/9G/IcAKftDAlL/Fv+AAX36JPuyA2L4ef1c/rj/tv9zADkApf/RAXv6tP9m+tP83/mp/DX+H/+2Alf+vvlP/en/5P7t/h0BAAFQ/60CoPpF+9H/lfz8ADn+1PtJ+90BCASc/Un/svgNAgr8bQDE/k39wPuv+xMCDP7L/+n8LgLn+XoD8vuEAEH9tvvX/vH5WQK295YDVfkXAmMAEP+VAWcArf1l+xQEQvnABAH6rf5f/iH7KgCv/JUAXP5Y/gT+p/2i/qf/bQEr/O3+K/hSApD+tPqyBDT5ewC5+mr+LgCvBX76DAX//OP3XQFq/IoAiP8HAXT74AGr+iv/f/oIAVv97v5hApr9Vf5/+qf/HgFz/AoCn/78/UABY/w/AA/7Ov3u9wwD3//M/MD/b/04/e3/7/4j/3wDD/ziANj8EAAGADD4VQRY+1/9cgAD/WD+3PpMAzf5Av7o/+36s/zqANQBJwBP/4b/jf4q/d3+GwEW/p8BtP7j9jECjfyF/Ab/wAB5AGX8TgE6AKf3iwE6/h3/pwB9+soCsPz5/vf/6Pzo/kL+yv0P/jn84ADi+4EDWABD/OgDJ/7g/kL8xPxv/Xr9XwBU/SD8/QAM/LoBeP2vAekA0P6F/eL7NQLN+kUAjP3O/F0A9P2C+w8DMv0hANT97QDK/RD5sQBq/E8Dgf5fAl8CzwC3/m37ffwuAcT9CwHEALb8rwBj+h4AsPs2/uMAqgACAUb9OwGj/ir+EP2iAPz/eP+W/w7+2vuU+/H/2f6JAqoB5/w8Aiv+fP1BABr/UP7T/WgBbQB6Aob/s/4y/tYAB/90/g3+s/uz/VsBdvo//wgCf/56BH/8bANv+14ANAD9/YH/r/5CAcT85wGo/TMBhwHh/dsB0f61/nMDUf5aBF/66v7X/yD++v/s+5QAEvyAAPv8JgZ6/u3+XgCX+mEEG//HBcUAbf16/iD+2v9F/nQBDP7iACkC7wQfAPYAh/6e/JL/dflLACj9uAG2AZf/FgUm/WQCL/4M/64Bw/vD/v7/OQK7AO4AJABh/bcCtf/E/QgAN/62A9X+xQBMACsAtgBnAusBrQFD/6P+DwFhAKQBkf65AUD/qgMLAMsBTf6vAdgDRgL2Ah78YAPN/P4C7f3Z+oQAuvxOA9T/3v+uAjcADgDyAWX/mAIn/HECmP9m/l8Cm/0qBgf7EASq/3YC+QCw/6b8ifw4BNP9twUq+qEG2v+h/+MAkABJAmT+6ARm/JgBkf67AlL+JAAwBXgBYf2H/3cA/vw2/xL/1wMf/6IASgDe/1b/iwFhAoD/1v8DAsYA/P7SAcUE3f9Q/73+a/12AA3/DgQy+kIEcQH7BM7/efvaAvH+YQRS/NAGe/qnAlL+fQBeAcD9/APt+ggEU/8XBEsCrQFU/HoDbv0iBHoBI/0uA8f86gNw/Xz+z/tkAJz/tgRYAGsDF/8t/NABTf7iBWv9hwTl/acE1v/6/CgCSvrPBcD8ygG6+68DWQDFAPQDUfyJAfb5PgM9ACwCeQEkAFn/uACbBCT/CwRm/RYC4QLr/a4Dg/yI/eX81gRZAaMB9QHy/Y3+mvzNAaH+RwRdAUEBpQVm/p0FxgCLAFgCcvujAYH7zf4nANj8eQFC/gwBVAQC/5QBvf/bAG4Ap/+RAvf+WP5JAZ/9fwE9/U0C2wHW/RcFdf7x/04AXAIa/ggCvf3OA5EAcP8wAdD+pQJL/loA+fxdAOcClwId/QoBsvweBFkB6f2tAFn+MgkO+p4E2Pyu+1kD+vnKBoP6HgKGBGUBegPa9w0CFP+t/mcBdv2yA3r5VgVbA14BXwSM/MwDkf1A/xr6sfs8ATX+sf/oBO3+WAFM/poCov/K/7cDk/2eAI7+//93+QEAbv2i/8D/4QATACMAnQEKA+f7UQBpAEH+wv78/pb+v/5WAx77twPZ9kUGsvoPABUBOftKA7/6oAIE/3oCQ/xy/lj8hf6bAIwCnP+IAvL7aQAV/fH//f9J/dwB5/jpANf/BgJ4ApQBnP7BAsH78wCr+wz9kP55/jT/5v8MAXj/KgNWArgAe/zv/qf3QgGP/N0A5/8YAHj+y/y9/rb+1wCA/rf83PsZ/pn8tAFE/o0BTf+c/sz+J/84/s4DLf+TArD+9PtPAgr9aAIf+2v+ufxj/pEB0f6Y/ssADwAt/BUCUPlDAdT9Wv6dASf2ogB8+pcBCQHx/fv+6/yqBfAAnv7/ART8lAIg/B39VQCt+g0ChPpoAqL+KgD5AJn6Dv5H+T77B/1d/Lz/av1DAaD/hfwSAJz+Qf6g+9n9Qv4xAPQA+/5//Sr+eP5qAL/+tv6a/AH9UwHn+8X90P8E/4r/e/2G/jwAuf1J/6j9fv9r/kf+Bv4w/Yv/7fx3AUj+HQDO/xP94f65/gL+ewD8ABj9tAE7/q4Alf8N/yf9E/24/iYB/PzQ/qgAbvzNAiX6qgFV/EwBhP4E/rIB7PhcAdr5S/3y+0b+P/8P+lEAKQAE/RT9mwG9AkH8gv/5/Yj/qP5k+9kDdf4qACj/GQIR/sD7cwJZ/mv/Uf0y/jgA8f5A/YsBEgH9/D0AbACr/XX+PP9aAML+lQHv/1v95gFs/tcAyvyH/YP+xP5c/P39hP5GAJcCyvzD//T60/wX/4wB7P9rASX85gDk+rD+1Py3+YcEiP4DAfT8BQCc+wf/zPuABMb8jgK1Acr8CAI1+6EGKvgjBdn79gFq/sD+AQQI+mgEYffuATn6VgXA+9gARACf/qkEQ/iy/7T49P7R+u8HeP70/ZX/CPyaAQH8JAN9/lr+/P9T/rn+fvs1/rz8PwGOA6X9UwAc/O38ovs9/6UByACbAhb9ggNC/vz78/1e/TP+EQKd/3D7/P+n/Qv/uv9F/uIAwwNZ9z8GF/7+/kr/ZvzzANz6FwWq+msAevw2/+QA5gKSABP//Pg1/8P/kv3IATv53gO9+ZYA6vrMA5f8m/91A7L7+AML984FtfpR/4AA6v6v/3H8SvwG/coCwfulAbn8uAHF/p39kgSU/pj/6PkTAyX/Tf5yAF/7IQEc+3MCnf6i/3L88f8zAUb6vgLr/Vv/3f5X/zr+yPuwApMBbf75AHH8Sv7Y/kQA3P6D+0f9Bf9w/wcCeAN//AAB3PkrACf9gv/T/n0AkAMI/r4BCfxFAM75zASt/HUCpv3e/PT/xfxoA4f+MQB9+AUCJP1D/Iv/Uf/0/Zz/wP3WACH9C/2i/uL+ywA/+ioB+f8K/IH+MQO6+1f++gYD/3D+mf6G+mkAk/wnATn9KP1+/aoARgDI/+T/EftiACb6YASJ+VcC2gKU+rcAWfyuANr9fwF6Ahb8JwPr/Av7gv/T+dwDZvhDBTL6g/0CAf76WQOs+3sEpvlyAN39W/+F+qMBAf6SAPoARvsZ/+n4fQGV/QsAYP45/BAABACc/UYA/Prv/a/9kPyF/4H/oAHp/Xb7JP4O/If+H/52/9f9sv7p/Yf9hf2MAvsB0vxv/1f5N/9M/QcAZftB/5T90P+/AI/+Lf24/cn+G/7JAC3+mf7l//79rv6B/+T81wAm+1UDTPkUATP8nvpZArv4dAH+/pMB1P+F+yUCWPujAAr9xwCLACn8/AJ39ggCvfwUA3v+6fxTAGj8wgCeAen9z/7fAFj6xPxn/wv/WfyRAlf9BgB+/SMAfwGKAAABFPuD/kH9hv9K/wb9F/3vAqsBIP3h/sv7AQBM/d79j/7U/HAAxPrO/6X/Yf0XAr0B+/4E/Az/KwI1/l8ACv7C/cT8sfyrAqL8tQM7/zr/cQF4+6MD3vuI/akAQvwHA939iABk/vz7LQI/+kkAEP/P/+L/5v1bAhn+q//k/GP/w/9I/97+DQFm/Y79dgD++9IBtvprAM7+CvxkAhr8wwDB/Ij+Cv+TAGUEqgGAAZ3+nv1TALMB/vxFAcP9gv5vAJAAXwQa/V3+xAHW/1r/8/+FAtEAmgCTAcH+MP2r/ukB2v7R/7D8oP5OAXgBhv/w/YQBTP/tAn//df1G/RcBD/9iA8kA/v5PASP+RgGa/v7+1P4RAHr+iQKx/TgCi/0+/v//5QGq//r92P6Z/msBsf2NBL78uQOi/hgCAv8MAbP9KQCHAFH+agLG/s0DQ/kxArH+YQUcACEDFP9DARUAAwH1BKD7ugFR+vgHqPkDAjoBkP/fAhX/lgNx+c0A6f2aAs3/0wCqAtn8OQB6/TAAv/5UAKMAxf65Awn/GANp/zcAaADtAcf/pgO4/6n7AwFm/AkGC/swBAT+af74/IX+Uwfy+EUDSv2zAWsBfv0v/K8AVwFZAn4E7fwwAR79igG/A6j/YvzE/sEBt/98A1MB2AJFAdUAeP//Aab8T/6FBnT5QwW8/dsCqf5n/2MEuvm0Aer90v5TAMEALv7IBI78ywSR/mf+R/6fAVMCNvtoBrb3/gdt/ogAGP+q/BQCCP4eBLb7xQJd/q3/n//P/2MBngED/VgBjQGr/igA/ACtAP39KQCzACIB6/81+5QGagAi/cMCVfuaAoT7IgUz/soBgQDg/zIBYf67A7j+OQD3/lwAVvzF/jEAmAByAe3/YQGnAaT/RwKU/Vj8KP+2AW7+tAQj/kz9Xv0e/koEovv3Bbn9bAQg/WYAZADf/jIFa/sQBhr8X/23AR0BuP85A2r9xwGQ+6z/1gD0/vQCCgAzAxIAm/59/r4CR/qAARn/JwP1AL4ARP4YA435bwIF/d37wwU19xAGE/upBaT8lgNIAE35TADW+BMC/f+vBhP9EQF3/kX+DQOh/hgCr/7gAHH83P7H/AcAn/gLBQr/Yf45BuX+T/8w/Lf+7fq5/ur8VQQt/NAIX/xS/jT97fxl/k39awM8ACb+Xf8PAOT6yAJ19BkKPfhqBVr/ZffCBQH4iQZ//LkDl/37+QUDufhVAMv/ff/z/5b+HASO+QIEnPo3/AICFP0IAPr+7QEs/74BuvmQ/pD++PnSAGD9t/+f+0wAxwES/BQFgfo3/yn9CQKt/0/6/QDF9MUDi/z8/2MBDvvnANn74QQ4+RMBHPyn+5H/UP6vAnz85gG7+NwDtP7qADT/FPwY/P78kACk/KP/Iv3z/Mf9PPxN/hABWf4fBff43AEI+uz+Ffxg/lcCFvr4AtP6dwa697gAnf2a/VwC3/w2Al77cfsp/tv/Vfp5Ayv3PgEW/uP8HAMR/VUAovuv/779QgSR+IMAI/hE/dAAGfsRAh/74f5k/br+/fyN/lz9+fs1/0kBUP0lADr8cv8D/n786gG//+j78f2N/jv+df91/oT/LwDa+Tb9/Prj/jQD/P7fAZf9nf8A+f4AdP2i/u38Jv4t/Y37NgGw/Vr7oAL1/WX6OQMo9o4FqvrBAvP8dvz9Aw/4sAQF+pcAAPxq/D4Bwfxv/REBOvvo/TD9MAEUAWn9gwHT+xj+7vxs/GP/dv1n/DL/9fnY/dX+LQL3+Sn/HgHZ/IP+sQFQ/GL89P4h/VkGMff7AQX6efwEAaL+r//0+ZgAe/07A3gB9/kt/wsB4vof/uf8Xf2g/L8BJ/2y/w7/xfv9AOD7//9r/+3+mf4x/GAA/ACU//H9+vvr/aYBZwHh+m39fQCF+jYCL/wa/XcBtvatA1T60AG7/Ob6wQIB+MP9Sf1N/x7/HAJ9/e/9vP3jA/n+K/oZ/8H7SANV+8b+cvum/IYCOABXABL8Ef9291gI0/1K/g/+c/j+BS39GP67+wn/0vuxAVP/5/j7/zACA/zGAMn/zPwYA0X44v4Q/Tb/af8A/O0AFvtNAZP63P7c/kP+swE8+XwDc/0sABD9Jf6aATP8lwXp+vv/q/6x/bkCjfzI/JH/lPsKBCn8mP6bBLv6XAhG+e4CCPuP/xMCnPbMB8v7jwMVAHP+aP4V+7oCZ/2b/wIAH/3t/SL/Nfs8A3T/B/7eAeb5iAAz/AkCs/uWARP+aP0O/x391f6x/n8HKPfDAzf8ngH1AML/QwE5+tgDVP7t/zP72ATo/ZD7qgP7+3T++P62AUT83wDg/F8AGwN0/HwAFv15Aff8tgKuAIX9tf8FAnT9Kf9GArD9GP6w+z8AV/5K/0L/ZQGA/eH+OADS+wICIvxWAN8Ch/2EAgL6XwETAmv+yAHe/osBNP9I/r3/egBH/0cBRf+3AMv9lABSAlQAOf5NAmj+IgAm/3n8IwWx/LYGMvzu/QMFOPtp/5YCSvl3A0kBN/qKBfD8rgEY/O8Ek/qnAbYDoADKAb8ApQHN+MYCsPyqBTz+OgPS/dAAOv/6/x8EbfmOBF77SQGjA9387wOa+rACAP5FADkC3/tWAU77eAaG/nL/3AN4/fv+kQOP/HIE+v7fAfgAQf6e/3ABJAKl/KEBHwFxACb/IAPs/eAEQPq6BRn7uwPv/dr/PQJz+s4FxvxNCWn5pQdx+HQEvf0x/gIDRPqPBAH5jQnY+0UE4QDu/tMCCAGxAGv9iv8nAbH/XwTI+/oCGf7D/UEISfnOBcL5/QVN+BoCoQIk/ToEdv1nBJ74bgS692wCNP3yBLMCtP6SBGT+RwGW+ZIDpvxDAcwDNwGBAJz/OfzZAy/6YgbB/VoC0wKu/DcCK/xDBZj3VAil/CkDSwBV/pwDk/uQAXoAlQCOBAj9uwJo/4f6tAHn/QEA0v28BOn/BP+ZAEUBYAIl/6gA3/vs/04AhfzLB6b7PwNu/sv/vgBDAPYAhP/2AHX5fQXp+ecC5vui/pkHqPqCA1n9YvxnAN7+pgbc/Sb/AAMZ/skAl/uRA9EBz/wDB0n5cwM0/nf+AwS3+QoEYPmxBzsBGf9gAAz/df5T/YsDRQHH/soAxf+J/BQC4PqHByv6PAM5/7T6NgS3/WsDv/9AA3n91QRV+5cANgGn/kECBABlAuD7sAAu/gz+tv9rAQ4AowBc/WkBSv9d/Yn+CP++BLr5zQJE/yX+3QKm+goEOv6L/wwATf91/9X+y/+2//f/M/7tANr+fgQI/2cDbf23/6UAzvwRAqr8NAIY/X8B6/5Q/YcCz//jAtb+6/5g/xkCqAAp/gYApQC+//r8+gIh/fj9jwL+Asj7iwBKAgn5mAG0AHz/XP+v/q8Alvx4+1f+vPxx/RkDR/24+7MA1vy9/mT4zv80AtMAjP7a/AcApf2U/zv/XwJR+mkC+v1z/5f+Vv2qAIn+NQJ1/bUAxv0ZA9X+AACK+/v+o/1E9vEFT/yLABD/yv4pAQf+XgNa+Hz/H/tZ/14AbPzlANb8V//w/eP/yPtR/xL5AQJG/o38XAZC+Rn/ZPs6AX77kP/IARn9kP/n/PL/4fv5/m78wAEA/BEDqgLh+x4AmfyjAFv9IgGBApn8c/rk/xYCS/+q+ij/UAQo/Vv/DPrH/yYBgv2YAWj8mf8r+7z8of48/MYACf+s+5b9Tv7o/9cAqgAy/NL91f3L+8j9U/qT/2b9pgOr/bL9yf/B/LL9pwDq/JX+v/ys/4sD8PfFBwj2DgPF/VD9/gHN95wDIfl5AXT6lfxxAHT7UwAHABL/NwKs/QYA1f06+h7+3f/x+skB2/+b+x8CU/zQ/0L+pvuQ/+X9ePyAAY36+wY5+nMAGv/3/E0Adfhg/8T8SQYf/HAAaP4T/ib8dgPk+Uj/7/y4ADT9BvwNAmf6EgQn+L8DyPkIAv//Q/uL/Pn+PP6w/pv/igBS/S762wNv+Qr/KQIhAM/7NgJD/Lb/hvu1+6n8Qv1MBPL/1ACc/BH7L/1FAJf/rgBQ/Qn+b/zS/+f9wgBhALP+1P3e/0j+gPuAAmz6SgLl/Jr+4f5W/ekEzPnlAb/4Nv+7+/H/JAFz/h4Ch/zjARX9Yv8++RQD2vnVB4b5dv9UAF/5OQdF8/MCFvomAAsFA/x3/4D7Df9I/0T8wP96/XkA0AA++z8BffxB/ncAyv62/W8AZgEj/KIAhvy9/4f+QwJ5+dcEbPli/N4DCPn3CEr23wO3/PP/tgDt+UACVvcTB8j93/5x/4X8ggHd+/4DZPzt/p39zv6jAVv/Tv6u/yH/BP8q/vj+xP3B/XgAUv9PAXn+Qf+2ALv9ZP6G/Fn/A/8jAMMCD/i4Awn3NgKl/lgCqv71/m4BFvnFBCb5UALE+bsFV/2nAN0A4/RHAvf7TQEKAv76qwL3/KcBdABa/xn+pPoBA4339Ae+/pz/FwZ9+NcC0vx//3gBl/8RAYj82v7F/Tb+mAODANf6OgNh/oL+AgWz+c4BQf+P/rT/EfuEBg/8IgLk+w7+2/+Z/WsF8PZFBbH5vgU0/Wf9Rf/w+dkBav+pA5L4zQTe+mUAXPtCBSX7EwOnAgz7+AC+9wUECv6dBXz+mwEc/hwBtPtRAHX+RQK5AAL+cQTl+0kBrPu4BDX8iADkAwH+zAEFAUIAD/5B/mgAwQCzAX8Btf3PALsA3v53/9sC9v26AE//hfhoAwb60v8iBMz+BgA8/KQCOf8+AIj8lgTfATkBfQA2/F7+0P0UA0D+YQGk/YkFWf1bAZv9SgCdA3v5Xwnd96wJgPp4AjkCBPd9Crr2rwh++lr7RwWV/2wA+v7q/aQEtfn1AoUCJP3FBhL9ZQMN+hYBHf7v/wAAHAMQAXD/4/87/NkDIQCF/psFvvvC/sUD7fwEBQ37KQbe/SX/dgEO/p//GP6kBJD/0QFH/y7+ogDOBCUBtwA0AZn+i/2eACQBQgM3ARwApQHBAHr8VwNgAMb/rv6dAbf/YgM4AnX5bQPQ98gFoQIFAfr+sP99AYX8Qv9hAAECSP+zBM4AbPuzAMEC4f8LBA8BTf8CAJ/9Z/teBmL8DwVO/zD9hwPI+L8FwvgwAvgC7v/L/kEBk/8h/a38lAL6/7kA6ANe+hAG0/fzBKX8KPgcAyv/yQI0AZ3/FQAgAB3/YQJt/VT+pAE/BJr98P+RAPX+of1U/5z+bQIGBVT8lgJa/wX85gB8/jn9qv7lAScD2fsMAGEAgv3//yED7PtUAAP+sQJj/RkBSAP//OsDR/tl/2H9fwhm+pMEyfuh/mz/wAE5/in/Ywby+hQGj/fwBFP7VQXG/A8EQf3m/ScACPqABhr21waY+kQDoP1g+w4E1vp4BDz+Mf7Y/wX8qQJS/+n/FAKJ/WEB6P7HA///uP1cBd762QH6ABT7ywV8+EkAqgAH/0MC4/uBA3/6UwEl//r/ff8dAWsB7fl6BCb8HgCV/uH9O//fARD70QIc/5z/BQL590UDUfrSBoD9IAJy+2cAGPvBA7sA4fh/BVL1WAX897IB/gHu+2L9vQK4AFT/h/vVApP7rP7h/wX8lwVf/b0CQfqXA+n2RwJ5+psA4wNv9FEHzPu3/rb9rf4rAfX2JAMq/g75HAWd/O0DC/xFA3399frsA5342AlM+VcDVPo5/UMBU//Y/4n5UgMl+voFnffWCDT59P/3BG32tQbp8tEDPful/84EN/eSBS/5PAIp/Wz5igJv+mQDo/xk/mH/ZP1OAZn7CP4F+1H+s/17/Sf+e/4k/6P+Bv6l+yYAwfjhAcT7HwBV/6L6bAAUAAkFx/zW+uYBFPvW/GkBcPzU/2P+Zv7r/ij+ivyIAxD/lAKx/KH/KABu/cb8AADl/RcBHv9L/48CC/c/A8P+bv+B/uj7qPyC/XoBbv3++1cAm/mVARr6gQH0/nj3mv8/+l4D4gHV/qb/Q/0D/Lr9N/73/fz/ffoi/VcBz/p2B5f7mgTp+hb9GP7J+bkHAvlYBOv5VQF4/2z+KQIL+4IA1Po2ASMCzPxa/FwDfPtkBaf+LP+Z/SP7uwaG9SoIQvMlBVf+wv0/BJ303gR4+2AEafliApj7Zf1iAVj/rf7F/sP+Uf/D/jv9tgH6/dIB1/vmAXf9Of7JAtn/NP+Z+gQAB/50/bMCw/4pA+b4PgAS/WEAdQCL+sEFA/4P/sr+SwBk/VwCiv5TAUH/JQIs+acATv3EAA0CtQFwBJr69P96+7IByPncAa78YANoAbgDY/vF/Qz9wv/1A473iggK/XsC6v1h+yf7p/wyAlcBzP/jAZD9j/7B/KP94gIw+1gDDfwUAHgB3fyHBEwA8PdwBo/8HgI4/pf8UwMh/F8DnftzAFv82f44AnACAf93AXwAHf/n/a37XQESAu39BgKX/8kBVgFS/j39qfzG/2AE+//n+Kb+tvyfBxj80QC4+noAkwHD/HEDGfshBAoANwDq+cj+dPmqBIP+GAKRAan87AH7+fQCfP3TBHP+NvzI/IMDgfrSAPAEkP6S/Sf9NwLr/hAB2f+1/xkCkgSE/N3/KfuRA+8C5f4+AUH8JgOmAV76eACw/yz+kQEo/2ADOPskBb78mP1bBVT9IQnU+sQEF/46+1IFA/WEBqD90APSBHX67wCv/sMDMf/e/o0BMgIr/3f/lfwdAzH/0AP1/T7/mQFv++wBmPzeAzX6+AIo/bT9WwSz/GEEOvrfAfv9OQCOApX9zgT5/sT+TgKs/k38GgNj/tf/Ofw0A0UCrwPD/lP8yP8s/yQCDPs/AnL7rwQS/J4Ah/7o/acEb/1p/xD+cP6g/1sBZvx1Ahb+lQMK/73/lQCi/UYCAfxJAUv9VP9XAVAAyfv9AlQBqvgRCNr8CAHu/4L/dP9//UAEPftIBIn5lQGI/pz+pf5a+tQIOvb4AvMANP11AMECAPz/+HoEDwAHANb7qQGh++D7BwNRA5T7cv/PBcP5WwKu/gL8ywZ8+kMCJ/71/fb/cf0xAdX7Zvz5BEz/Jfs9ATX6aAXh+HYAKQZi+z79w/43Aj38XgAiAcT6q/9JAQUBdAFa/bX88f/PABT8Sv72/+P9+f9f/EoE7/s2+7T+mvljAuH9OwFs+iMDGvwpAun6+/69AZj63AO2/HL/LPmwAtz8KQDCAIf5RgAMAnH+IQJi+gIBpf+EAvn2xAJG/zz2UwlS9m8Fv/dDCOAA8fqc/5X4lADu+BwBof6bAE/89AIEAQkAq/tX+wj9V/8oAav9mP/Y/NkEyvn9/jMCovra/W4B9/qjAMz9u/yNBuv2aAeN+039nADA+ZgBLfq9/84BL/vK/Sb/s/xnAiMAlABU+3ABhv3tAiL6/P8X/en+TPz8/f8CBvqkBWL6cwY7+w0BUva9Aab7JPovA1/3FAT9+V//VAId/KL8SwCT/I7/uf6JAVH6q/5NASYAUfw4+xUE9Ph/AAIJLvn6+rAC7Pvs+rv/Zf+H/YQAg/3Z/pL/7vx/ANX7UwH79zkAN/8IApMCxPmpAUz3NgTe+HEGCPJK/9f/N/+QBa73JwYr9I4JoPiQBJ76Tvj5AhD7xwIS+dgDCfsyAgf/ZvnE/Gb72v5a/w4Fwv8V/s/+XP4b+wwBQP8M/4sBEPmG/5P+tvxo/QL96P2lAt/8c/6e+3v8X/88+gMFrfqSAl35uwEh/3j68wE9+jD+zfiLBHj4AAC5/ZsDsfo6ABr4z/4/BBn6sAnu8moBKPxGApX/SP98AIL7cv0DAgz+/P7t/N/30P5s/AcF8/zz/KsCJPwmAXz8eP0NB+L1DgP/+zj/mAAC+RYD4fkQAGUCa/wDAbv8KPzp/Tj7Hv4+/Q4DsPpoBgT5N/xc/wv4HwD8+6AN7P4R/0v+EfhqBXr9vwKY/WT8zAoQ8yUEF/ouAsQI8/kNAs71RALH+CgCBv9w/jkEkvxcAZP/BfuyABb4CQNw+Vj+AgM4+asGL/UGBPz5fAU/AGL7O/8v+FQD0wBG/Tv8mP/2AGT+bPrTBu31cAYVA1IAfP/A+qQGGfziAvn8Of7bAp/7igMV+3r8JAM3/3IBgP3dA7sAwf0k/jAEzPpcBIb96vzLAVz9kgT/+GsClvyO/lIAfPmEAFb6rQAoBnL/cP2h+SgAKv20AksGRf4gCLT2wPrk+hL9HQb6/zkDaP4PABD7EAIt/UQAQPt//w399vpt/1f91QVw/pgEYP7d+5AAbPwLBIkCO/9jBeb8UQCS+oz6aQEOAisCXQOVALP7DQUc/WAAEfmJAnsB5QN+BkP7NgPQ9u/9r/2/Anj+yAJvAG8DK//D+Ov9J/sbBiD+VwaaARv+/f8Q/QT+7PtC/hMBv/3wA2D+5/4I/x0Dcv6F/a4E0QA7Arz/6ATj9+IEcQC4/pv8+v4V/lr8uwZT+HkAeALsBD77KALqAlr5C/+e/awAGvz8BcL/V//i/S0EUgEX/vb/uvw9BgP6RgaB/roDAvsIAfH/WfkxBGH/NgU/+1QCRvtWALj7qQNlAIf33gGE/er/UABfARADJf3RAD4BJAFIApr8lQCHAQkBePqlAz/9LwDFAaP4cQC5/P0CVAZk/kf/YgCnAQwB5/3K+r0AaAEyA3X/S/5i/pL5MwF6/1MCwwKcAuoB1ACn/MoAG/9qAjr+LwArA5z+P/2T/0kEAPx9BM8BSv4A//EBpwFa/xQBRQFbAaMCs/7WAXD+of2Q/pIEtv9mASgDB/dFAOj+1AAVA4/+cP7h/rUBiwAWAAwFkQD9/9T7FwLq+sYDE/54AQoBv/uDCGP+gwYo9/r/egFU+pH/5frSB43+IP7vAy3+mfzi/akFkvrgBG//SAEu+/MBDQFP/XEHNvzXB7368AWw/UgCwPsZ/gEDyPsFA/z/pAAb/mAC0PmGBuD57wA2/b8EXv6u+sIHt/akBCr5cwUa/Mf9VQFp/nb+yP7tA6T7iwH1+ykALP0bBuX+ff3X/tf8Z//F/h3/KAH2/438PwJYAUz7Ff/1BMr7fQST+WoAFgB9/IAG2vudAhf/zf0vAET+b/6J+/T+gQIN/7wA2/7C/6r9Of7M/nD8MwAWAd0CrQF2/En9Vv4i/XEDnP8oBCD+Mfw+/af9YwBI+yf9f/9+/oYB0f0++l0CYvhfAQX4ovt8BasAlP8lAan/YQGAAu/4C/9s+rX9JP+CAgwCOv7u+8D+rv8AAN37jQJ5/+z7JP8U/EoC7ACUAvoBdvu//NP9iPhpBOL6dQGi//j9JAEU96UAEv13AAP+BvwwAzsB6/ufA6z+cv0+Adb9q/zd+XEARAANAqP8LACl/CX8KgJX+g8AZPiJ/rL/e/3DAYH/sP9S+RkCKwCm/tUBvgDX+SABGv9l/7b9Y/6+AHf5rgWD+KkEcvqMAJUAA/wmAtL4FAVO97UBef5v+uUETfvIBO37bfeSA3n0EgX9+jMBCgLp/cABUvcbBiz4IgH8+qj8HwI7/XgAavtNAQsAt/6c/7f8cPql/m79XAFrAv/9pP+5/ncAkfr4/2H13/4vAaT+oATf+W4FFvg9Aij/EP7dAbT5QwKb/Ev/SfwS/9cAr/4w/d/85vwh/8/9vAHy/ycAOf0m/2sC6vfI/pL7IgLF+lUFIf4F/YgBNP7qAuv1TQb+/OX9UQG0+tAAo/3HAWEBBgGr+En/8f2L+8AB8PviArf4ff+6+bH6bgXT/xcD0gF0/I3/hPdI/2T6jwD6Amf5FAZs/ZD/ePtkAnP+iQBo/38FVPpLAOT+of3jBBv46QWM9WYFh/goAw0FUf2lAaH6NwHg+nH+MP0mBC36cgCx/gr+d/5tAW3/e/8M/1X8qP3DAXL5oQSM/nwA7P+B+BIE4fYaBzP25wrn+sD/ZQLt/DsAq/sWAb/9AQLx/DUJcPaRBn/4nv5X/zL8xvzy/lcFX/6YBcX6fAHL+pQAkP1rAZYCC/4WADH9of6l+wgDDv0NAHYAOAF9BP395P5H+OD7XgE6ASMC1P6TA7v+N/ec/0P65P8N/VQDsv9N/oICv/4JACcAeAfJ/BwGDv05//MEtP6LAY8AvADZA9L8dAMNAQP/QAEN/sMAggAjA40AgwRs/MAByv2lAmf+S/6L/hT+UAF8+MgD/voVAOoEEvkyAtD5LP4y+uoBK/+p+1QIYPpn/639ewN8+10CM/xqA3L/S/+vAL37/AIo/GsGm/78BK4CPgKrAIECOP2pA4b+Zf+GCGv85AORAfYBGAA1BIr+QgO2Awj/qwYl/HIImv/4AYoGW/6qBlX9nga0/yP/cv7CADMFSfxGBSwB//5D/w8D0wCYAFUBuv6FANP8r/+G/20ADgI0BEkCtvtB/tj/aP1gA5X/qgDXAIQADv/A/sEEf/8OA3AAWwJXAQQBdAEDArMDdgCTAAT+RfsZApv7SPkNAVz5KADh/fv+LQKp/0EAHgBcApf/AQY5AOsC9QK9AW0GPv/HBDMAZQTe/yj/JAXRAZMCHABAAk7+RvwXANcAlfzF/4f9hP/J/Jv+Qv+n/JwBAv9OA6v7jP9xAWT+5QDbAHcCaQAdAQ8DWQDm/hcBVwB4AZb9r/6R+mcBpf7Y+yYCdfiA/cf86/79APT+0QJY/GYB8f8//aYChvysAF/8HP9E/tL83fy9+cb/Ufwp/mH+l/z4/Dr9iPzZ/5L+OgA5AEr/Fv/+/bUBCP/UADMBpgCnACwBnAIEAi4Aqv+sABr+Yf+YAlcATwBc/ZP+b/83/3UCQfww/zr9/QKtBIwAuAWI/3kCMf+Q/ZL8Wvy7APD9qwMPAIP+igB6Ab8CHgGoAGr9HQHc/1wBvAE5BAsGUALUAj0B7QOB/8P91f9i/Kb7w/oZ+n/4cvha98P36/c1+Kn49/cc+E73Z/Up9qz4qPpy/Qr8pgIC/twA7AJaAHICCQEoBa4GxQinBiwIzwbCBpICEALU/PX59/fR9uP4mfcU+9P3EPx0+yn8PvuP+mf+xAAhAwYBXQLNAMj9Mf9iAOoAXAF1ApECmQJcA/IERgVHBHoGeQIVArIAc/85ALH9i/5W/fz97/xc/AH6ifm++2j6AP7h/ef9X/13/J0AFwK0A2kFjgunCWQIxAu8C4cL7Q5kDhEMbguXB+0GsAGKAfz8Kfla9ILyMu5y68Dqm+aw6cPjbeJn39reS+Dz4cnh3OJF5gLmgep16/vrPOxd7Ffta+9s8RnzefWF9B33Dvg5+sABigL5BJUHbwaOBYgCbgC8/0ECMAJ2ApEHwAijCoYQyhHlFckauRsDHzEeUiCtIKQfoR7KHl0fQh53ILIf5x64GyUYGBSODaIIlAKG/v/4i/Y38znwBvFX72vwO/Bf7QboQOYy5T/lAOsB7vbvT/R+9xf8SAKbBLgF3whPBlEFdAMdAYsAzf8r/9X8afq+9zb1g+6A7r7r4Oac4q/cX9cS1MrSzdTE19zYAt3B3Lbf/9+04Znlbulf7rjwMPRL9kP4zfng/db/kgDFAkAEjQbJCzkONhGvE2kQUA/fDEMLtgzKDtMRjhRrFsEYjhp/G30djh4sHwIcABmgFaoTCxL2EsAWdxfQGcoYXRn7Fj0S+Q3KB2UBPfww9vjwzO5T6cjnuOb847jh9t4z3GfZ9dZ407XUJdbc2GHfDeZz7ArxR/Y9+V/8zAEmB08MShJSGXgf5yQSKqgt/y6gLB8rLyjhIVscqReLDkgDXfij6uLf79Zy0s3QSdHO08bWHNln3GPchds92nTV4NI6zOnF1cBVv1/AqcRrzInTQ9m23ODfauTi7Mz4PQoUGzMqYDaqOxE9fDrAN3o1JjRgNSI37zkTPCo+vz8aQE0+oTquMgwpQR5PEogIwP5K+Tj1jfLU8BLxJfJL83P0yfOQ8oLununU4uDc9Ngy1OjR6dK21f3anuDH5tvtsfJo9RD2VvQ18yfyje938ALwQe3r7avwP/gwAj8MCRcKImAocSzvMXc10jcIOtw6HjejLrwgIBLiBb/6MfSw8cXv6O4W7LTlqN6Y1vfQC86TzWnQhdOL1anVc9Uc1ADRuc8N0Z/U9dmH3yHn8u/z9wEAwwgzDYsPYRFNDmIN/A79EcMWGx56J2QwIjhkPkNBKz8/Op8yMioJI3weyRsFG0EaghpkGK4RTQtHAVvzjOZ+2zrSPc9m0PXS4tr04qbpsfKu+Ar8mv6c/Ib4EfbM8j/xofR0+3gEBg7zFnUZWBjbE7oLEgPW92LvJOfo3qDZOtbl1FrVMtpO4aXqhPbzAJEMxhi9Iowq1DHQNaY0kDE3LaQn3B9eGVYTpwwhBOz7IfRX6XPeTteQ0+LQatI71UfZht1H4GTjNeVr5pnm7uaV6JHq++4Y9DT6egAGBhoLJg9GFhgcsyDwJvMsTS60Kocmqh9pF6cQNA1JCn4IPgjiBscGhgcvBrYDjwEPAC79pPnV+Mz2v/L178bxe/Sk+jEEsgzRFA8ZBhtSG6oWSA8HCN/9kPWb8JPsSOzZ71DxOfHp8wf0pfCQ7cbsp+mY5gPpkunP6nrx9PSA99/8LgDbAZcERgh0COYJWAnOBvYIvAsaEE0WCiDRKIMxSDqbPdw8LDZBJ48U/gFA7Unb0dGpy0XLe9Dc1Ljatd/+4oroce247n7yufOZ8u/0TfWA95sAhwYJCdQOmQ/oCocGwAKl/dz5rPZ1+LX95f9ABOcIMgvhDLgKSgbWAlz9G/oz/CACaAkSECAY8x3FHdMZdhJhCg8EKAI0AqcHIA+WEGMUhBadEh4P8wyEB5QCHf54+kv56/PX8o7y3O4Y7oPtFO0i7Cruw+0s7rnwzPKl+bD9XgWRDe4PCBKKE8oRzAswCDYDRP3Z+eL3o/fF97j1Su/26YzinN1+35zozvkZDQ4gqjBwPkBBeD+8OTMu0iEGFY0LGwIk+zH1yfMC83zyd/fK9uX0NvW08DDwU/Ai8JLzMfUW9z33gvdG9fnzBPO384j6CAGoBLALeBL7EIAMXQpcBBD9mPg79S72TfWQ95z7z/3//Xn9hf3f/GH/xwaBCo4PvBWxFDkTFg9TCGMCb/p897f5pPtTBVgMeRPeHHYe3hxcFaYIWv2u9KnwJvXL/CoBuQVTCMcH0AYUAggDLASz/qn8SPsM+dfzMPQz+gv8nfw5AIUCIALNB8EM3RJdEpgMGwhc+gTw1+eF4XPdo9y/4Mnmd+7J9Ff+fgavDWUXjSKXLO4ztDgqOlU0HixoH+URdAjd+Qf0ovAB7lfv0/GH9O72c/pt/F8DOQTWB0QLngiVBnQGxARdAfQC5wNfBPICpAPxAwABo/zy/UMA4//YApYCR/2c9QDrzuT04U7eM9835V7rwO/Z9jL8wgHFBMwGcgprCnQDJAH5Ad/+TgYZEGYYZx/kIXwhhxyHEssK8QasARACuAQeBgMK8Qr2CxEK9gQtART6WvQ19dv0Tvbz/akEZQp7D9MR4BFZDfAFXANq/5P6vPkC/Af6lfkJ+pD1+/NP7NbndOTG3oveLt9M4YLkaOrN8Hn4/gBIDVMURRzUJAEoOS+CMdo0ITZOM/cs2CZCHksUYw4eBsMBHv8C/LD58/oE/P/7uwBYAs4CCwGV/Db79vhg+tn7GP6HBCIFYgSxBtoE7wGP/h0Aqv50+iT47/Dm64vlMeGl3h3eDuHM4c7mw+6E8VD2mPry/ET8Ofs0/G36KPym/ooEWgp3EbQXQB1QI1gmuSZYJAkiVxolEywNFQmpBKUEewNMA2MGowG5/hj7evQY7dvo/eUV5YHqy+8r9vUAUAedChUPxRElEXsSNxOfD+IM4Ab2/I32nvQ+7lrt9O42643pjucZ6DnoC+kP7JPvV/P79mH9yAXJDPcUwyATKe8s5TEjNdAuNiyzJvQcxxXODRwHLwH+/rD84P1q/Wn/ZgBz/6n+gfzA+sr6af7mAA0DBQSxAmj/jPtQ9//2cPJI8pP1PPiA+0b8K/2/+d7za+0g5/7jPOIT4Nbn/+iC6/fv8fBO9sL3Jvxn/H78u/tw+x/+9wCNCt8S/xkOIxsmfyQMIh4cdRbEEAcPlA5tD78TfhUkFe8QbwsmAdH3E/BL5jjhpt/W4dnkVekq7yPyMPbD+1YCBgbSCiEQxRB5EV8RJAxDBUMAH/mJ9ir1nfEk82ny6e/w74rwru/57R/xtvMQ+P/8RAKvCKgOrxT0Gxck8imuMD4zLDK7K1ce5xCPA3T6oPWD9jL59/svAnsCnwUPCIgH4AMeAWr9qflR+Uv4SP3l+8T6Yfih8ODuGe0/6lzsv/HF9Xb54P/oBEcEof47+nvyE+dh23LXrtbX1cDea+ly9EL8BgOPCQIKwwamBgEJ2A1nDykX3R2EHeEe9Bx4HW0YhRTJD20O/glYBn4J8gfcBToAXPq89HTxWe0S6ybrIOtj59LnbOru59boaOrF7on39f5sCFoUcxngG1kaVBH2Cvj/cPio+cz5Mv1u/Tn9QPnm8EnoKeMT4e/gjeiH8jr/7QrJF+0kTC0/M0I0BDE1J+AasBKSBoz+H/3j+sD86/5r/rD9KPub9/D5Bf2FApMImQiLB9cBL/tt+Gv3T/qf/fn++v6j+h32yvKa82D0bfos/yj8V/xl9xXzsexH6zHqKeaH5oHpeOzN6Hnu+POu9Of5RAC4Ay8EjwvMF8MdDyLEJLcdgxICDrgNKg6HEiEWdRcNFq4Rwgx5Bk/+6Ph69GTwYu7S58HfENvi1PLQktQD25fiJewR9jsCFg6hFvYgxiXZI9EcFhQ9Cb//lPmN9wf71vto/mH8uPgq8wbsMejw5kHoyO2M9HL/8gp9Fc8gvimyLMcq4ieSHYoYdRNCDgYJugMI/9b69PeM9R35TPpo+jP8c/3t9kHzqPPD9NX7nwUtDv4ReBQsDb0Efv6/9iLzvfCz8/D0EviE/BT/PgPbAs0CLAGc/Vj3ovCC6bnjYOC54dzlHuzW9kP9YQMoCNgLzw0HEpETNBWSFtYRoBJsE+ASARdPG1ceWx7wGVkVUAsXAIL2Ae5Z5wPjw+FD4FbeZtm31jPWi9j7493yrP8aDokYfhquHhsffxx4GIQTrQuoAUT9APry/OMBDQSBBCMA0PTg6tDkreSC7XP5RAeiFcMdjCLzJOQh6hwYGCISVQ6GEMsOxA3cDFYIDQJP/z394vu5/Kb9i/6G+/z4ZPVt9gj61v8oB8wIdAS4//r3FvJm9sH6gwJdCoQNZQyeB679E/cy9JXwI/TV9e75Nvzb/Oz7d/gr9crwMu29683vZPVM/VYImBLZFc8YYhlJFrYUYBmBG+wb2x5sHjcaUBZVED8K0QV//gL+k/oH9pPxe+mG5LLfmdd11oPYgNqk5UjyP/qLAdwHUQmjCqkPvhNxFjgZ4RdrFPEMdAX1ALX6kfs3/8wATAM1BtwHmQklDBUL/AlQBuIDJwV9Cc0MhhTEGhYdih+FHaUapROcEPoKkQS8/hf5gvXs8HPv0O+18QnzGva/+Zz62fog/dX+aAH4BJEEfwMAAg7+Q/tS+Jf1/vNf93r7PP9wBdMEMAKC/dX1IvCE7ubsXvES+osAfAnKDC4M4gujBjICOwMXBbUIwRJWHnolay2jLb8kMx5CFHUJaQSJ/mL8yfkw94X3eva88EXpKOPI2DXR389608faCef+8ff9pwSJCSUQHA8EDpENFgy5C7sTIRpOIionZCO8G9wNGQDR9Szx5u479c/6Ef52BnALBw8JFVMYixtmIBUeWhsbG54T9w3XD2kR0hEKFh4VxAyBBKj3tuqR4vrcCN9G5drqJ/gGBQUKeg2sEa8OpwaiANv51++Q5UHg5d+e5GXnLe6D92v7Tf9+BScGlQPfAbH6ufl3+3b52Py+AQQEjQe0C4MRFxJ2E8gXtRSuFWUWzxSxFZwW8hYmGLQVehIKDzwCkfny7/HiKt6T3mXhpeRS7M3wKe6m7qDs9eV05mrpBem18Nr2Xvp1Af4DvAgJERAXNhzoIwUn1CQQH1UXeg8V/8fx3+z84/DgnOe/8fcB+RIoIvMzWjqoMiU0ji48I0UlmSIwHX8a1xbuDEsCZ/2J8ePkteVe5YHa/duO4lrenemv98H8UgaZB8wEOwTYAPz+Uv+O+zP8X/un8Y7sPuq44ivgE+OQ5oXqCu1s9J78TgILDPUZ0CDEJlcqDSaZHksV/Qt1AzD9Dvps+dv35vqx/hIFgQvdESsVqxMjEd8JSgKG+tXzWefc3sDXlc5WzD/QvN2z7BT8ZQk2DUoKRwSh/ZD4/POv8wH16vag/8AIPg4KEjka1xqTFdEZOBnFE6EQ6hAzEncRAxG4ExQXWxVXFVIcvCC2IS4mLSjQJHQfpBTzCscDafes8i/yxuw66kHs9+le6MDoouX640fia+Qj6w70OP1PAwQIUQZJ/1b7fPaD8yD0NPQ79gb6lPdB9BL1dPGc8aT2xv0VCBMQORe4IFoj1iGUHqQVSQlE/vL4+vJW86b6xAAQCQgSuxYmF6kQ2Qh5/m/w1OlU56vlxu3w9VX8/QHY/fH3FvDq46Tc3Ny03OrhaevY8rj8VQJjBFsIoAgyBxMLvw2ODK4SGxnqHcQoZjCVL44ucSlRH5gbBBcdFKUYwRqsHSMiJyPcIIEe9RsfFugRKggZ/KPvoOF0283XINqk42LqCu4u8FbvL+qk5hjpo+uM7/z4iAC7Be8JcwkABLP6JPKx6ELjYeKT42/oGPHU+moG7RGTGuIg+iAqH/kYdw+vBgsD8QKpBKgKNRAKEeoPKQ3+Bx0D/vrh9635efgB/EkCUAZiBskEYQHR+S3x4+tx6rPpsewS7oTsEOoz6FHl+eXg6crtcPUJ/YABfwSdBsQC4wPTBygL+xjNJQczpUFsSXlNvUtHRPg7yjXYLuQr2iutJhgiYB9mE7gIAQWP+j70nfAb59/fZdiL1DjZPt4M4yzp7OvA6cznPOZ75T7o3upS78HzEPWR91r82fzt+8v9vfbq7m3s7urD8vf8xgo6GiwhTCSfJIke1hgjFZoN/AqzBuEE+wQSAIgAUgE7/b36pPu8/Jf8h/tR/1z/if7jA7wGwAV8BvUGmAN3Aqj69OvA4RnV08s1zuLVmN1f58zxLvh7/iEBqgIwB2ULAxDtGOQjuS6lN/g+AEU9REhBRT3NO2E/qz/gP0JD8DrwLTonnRmXCPr8ffC+5TjeYddO1EjP/81tz+HQs9aM20/cQNzl4J3kzezQ+k8EngwnEZgR1Ale/RT2UuxT5UnnQewo8HTyufLZ9E/1ovjjATAH6g4WFlsW7hiZHCohXCZ8KfIrdigHHnkMXfxH7HvdB9iZ2f/gRulk8DLz4vFl7zTuL+9f+VoECAwNEn0RSw0xAif2Iu9r7EDoK+vT7nPve/QY+Cf/Gwn9ETEYxh1sJDstETNIOX0+Hz4IOekyWC07JdAj0CVoKrsu6S8CLgwjMRRzA9nxC+Q22rTWWNaU1nXZHtmH1jrVTNU21bTY2uAq7Qf6aAW/EUkY3RfjD+QEGfX+4x/YQtPA1DXWLd/76KHwufxMCLUT0x7MJG4jziASGqoP5gn6BeMCw/7D+4v7r/s5/f3/WAPkBakEL/8P+fHxGutC6aXtm/Qs+Sr8IP09/Jf86/2UAM8IUg0tDBkL0QKw9tTrD+UC5m3xnwF5FJ4n5TNtONoz1y5aKvAjkx8qG2gYaxdOFpYbhiNhJoEprSuGJ7ohrReiCqH/UPXr7SvpSuTD3kTXjM/PzrDQ7dey5DHzOv+ZB4oNywmrAmH4J+xi40HcWNd61avWbtkZ3YjkhO6Y99b/NgyrFrEezyaHJsoj7hoQDM3+bfHx56Pnie4q93oC1wt0DOMJ8wSa///75/if+Qb92wISCTEQQBSMFHsRJAhd/GvzSuqY4A3iselV8F/5UwVQC1ULeAulCcMI9wesDJIXWx6eJlgulC3bKBYj+hv0FT0U3xloIOckmSn1JlQbUA0AAP/xkOmn6GXruPJr+m0AXQj4C70JcgWO++npb9dRyAm+pLpFvWLHENc65cjyWQCEBlsFvgIa/nT3nfKQ8er11/oz/68DNwj4B0EGrwU/A3UA8P0g/oj/uQKTBq8KsA6uDysORw25C2oG9QKGAZj9j/pG+sH7Ef4PBdcMZhHvFHYRPgrgAZ/4xPED7VPuAPPe+Ov/fQN4BDgE/wIYAXQCGgVNCfITZB2+JEcsNi6/Kq4nWiLHHAYb7xoyHtIg1x/+Gx0Wtgw8As350fBd5/DetdaD0GzPMM5i0B3WbtjC287ia+cJ7K3yc/Ww9B7x++zi6ILlGecv6sjqp+419L74yACDCa4PNBO8EgsO+gRx/a72J/Tt+TgEXhGlGhMePhpYED4ENfvw9x/64ABqDGMXRx9fIRodDRatB9P46+wd4/bbZdsA4Fvm6PA8+3oCggchCeEGYQRrALT8qfwL/qoDSA7gGqYoLzUTPpJCPUGbO3My9SZYH1wYABOiEpEQUAt9BVr9UPHi4k3Xfc9hxj7EZMh9yRXNj9J71V/WEtvq3evexOQd6gLvSPPs+goA5v9ZAFwBD/3X9bXy4uz76PLqru0s9dMAtArBEiwaISHjIqMhUSO2IiodfBejEIYGR/5d+zj8Fv5LAwcIfAlIByIENwBF+Vj0gfHN7iLsZ+tb6zDtWfES9nD7UwEuBa8G2wceCnANtBBJFvYe1CRAJ78pdirJKC4lWyRAJloj3h10GvoTSQhp+330+O6V5gHiSuOg5QTjb+IP5knmUuJq33TflNuL1RbVU9YG13bZsN3l4j7mtOcU7S/wCu4p8QT0NvFU8UL1x/gC/Q4FdAydEasWJhhLGQEa2xd6FZIVuxVGFuUXchmTGQ4WORENCpgBuvn88zbwQfKZ92b64v7NArkB/v2s+Tv19vSs9i76DQCvAxADfv+p+9v4bvgI/S0FBQwhFD8ZFBlaGB0Z1xfcF4Uc6hvCGt0ZKxXQDq4ISARE/i/3XvBP7d3prOTl5sPr0+q+6VrrD+cY3/LZktYu1DrVBdrE3zzksuiB65np8ec76/DrMOzW89D5zPpC+03/0gF7AO8BkAfeCygNeRBAFHsVqxNcE4gVOBUYFIUUqRKGEA0OkAo8CSQKjAzdDNAPIBAeCgoBbPl18tHqPukq7Svza/jj/x4G7wZzBAkDAv/u+tT4WvgS+k/9kwNnCRQPjxOOFggVFhJDENkM0QdsBfkHjgawBAMHPgUuAQT/NvsV9jfy/OxY58zjiuAx3kPc1N3b4ZviOuMX5w7nW+On40joHuy/7YLyhfjU+Zn2tPeB+Qr3Bfdf+kn+0wCOApsFyghBCmMLlgwCDu8P0xDCEfYWLRplGkwcJB3NGgUVCxCADAgIFgQnAloADfwa9qHxCPDq7fHt3vPS+rEAkQVhCZMJLwV5AP/9J/yv+lL85wEDBgEHbgr3DG4LtgrpDfUPVA49EBYUPBJ/D10NvwZz+6zvjOVo3W7a5dst4Tvp1PCY81/y8O/z6cLh+duL3G3g0+Qc7yj9Gge5Cn8NjwxvAtv4DfME6ijjg+O75N/nkO9A+W3/zAMDCnkNfw78EF8U1RYFGGQYoBn6GFEVuhXUGCIY9RbCFc8R1AuDAx39dPnv86rtLO2v7VjomegN7Y3sH+609tz++QMkDLwVzRkKGhsbvBmlEwwNfAn+B98H0gnYDR8UVxdpFv0WGhQWDQAHTQLe+yn0wOxb5L/d+9ZS0QXOXsvJy7XOZ9Jl2D7hA+dB7YT3uP9/BDcKcw/ZDy8QABAcDrwJZwIE/Bz2J/Al7CTqiOdo5zDtv/R8/SEIOA5VDRQMIggXBDwGJwhlD4YeACvzM1092jxbMY0j4hGK/orrg9uP0o3Q1tMi20vlU++w80P3mvwF/vj+pgPGCM8KaA1bFF4aUB5jJeYs+iyVJnYgBBpsD6UHdwlGDHUMoQ+kEQ4LDQBg9M7nKN4Y1sfPXdJS1szW29yN5vPnsudg60fpseR64+DjsOOW5hrqzOuB62zsGO/y8j76MAOMC60R+RcLG9kbMRx4F+kQewnq/QrzC+uG5Kvgw+SB7H7y9/xHC4MXtyInL4E4HDuoOHo0WioBGz0L/Pp+6draONWS1KvYnuSO8Mb2kfmK+JfxpO2P8lv4hgAtDNoWbxykG34cTx0XF4IR1RKtD3kHXwSyAvT/jv93BC8MXBLyGQ4f4hvyFfwJ+fZv6ZjcINDGzdjR8tdx38bpTPE37hnnvOPF2xzSUtUr3bji7erA8Ufy9+6Y7Pzo1ejf8aj9mAiLEwAfDSFFGvgUaBAmB+v9Pf4vAFv+PgC6CWgRVxZTGx0fexy0EmcO/AnCAlYCJAStAMf+6f+0/tL96gAoA2cC1v9h+0b1H+xq5sLi099y4bHkzOkZ8nb7Zwb8E4Qc3iO6KNAjzR3CFlULFAIoAWgBzv66ANYDtwJUAfADjQvaDyQSGBitGAQPXf7t7YndT8y9wFHBhsvx06DjoPfAA4IJVgmWAwj44Ogv19nNO8v+yubSBuAt70f3Rfpn/aP7sffx9YT8jwjlE4ogDi3KMa4rYSEyFeQHsP4p/YEBBghLEJEXuRiMF7UWxBC1CZEHdwOV+sr0uPAg69Podu6F9f/3F/0O/2b3u+2u6FPl3+bE8K781AOFBGoC6vs99RvyrfiCAlIM2hidH/Ae9Ro1GUoW7RTcFrcYvhU8DmEHAv1H8tXt8+q16ajs2e4r7tDsKO2m60XqA+yG61Hrj+yb69brN+5z7ijv0PCq7jLpBOKi2mrWL9Yg2w3mc/G3+8oDjwMF/878evz+/R8IYxkGKOExgTjAOV4uBR9vEhMF3vlJ9rD5/QChCQUUgx+xJ6IpIyncJksbMQzU/HPro9kFzcTG2sWuycnTlOCg6VPyjvjA+mX7M/5NAfAF3QxYFGIb1R58HxwZKg1xAF70DOu+5t3rIPUY/HQF6Q3XD0URBRadGjkc4hvGGdARkAVj+u7vYeZj3kHbhddS0gbSMNTp1qHeM+og8rL5e/9XAIL///yf+Wr6Wfu7+U/8Qv8M+2f0X+8v6aPiyt0z3p3khecr6bXyTfhx+b0BIw2WF1MlzjTOPxpGbkg3Rtc/ejaTKpkhUhuNFNkTShWDEHwHovwD7DjaCM4zxmDDV8QSye/OptkU6d74wgqWHcYp6i0NLJwglw5e+wjtBuWm5fjrb/Xi/1UGDwo2CngBIPj98Kbm8OIz6N/vqftoDigeLiihLBUqMCI3GMsP2AgqAcH5yvTV743sCOxA7L7rl+xl7nXrSuYL4QPccN5R6Pb1DAfpE9oU9hDODL0CUvc88bTp3t8a237Z+dal1cDYSuCy6BT1oQUjEosXZhoJGmoT5w4eDgsP6BRjHo8nwi+7Mygz7jJcNAAyDy7iLIUmcxgRDbEIywAt90rynurk2q3Pf8sJyfDMBNrg54bx9PxhBiYJ2Qe8BksCe/k78ePr0uj96ZLwxv7JEKIfEStTLtwmCBlIC83/svug/jgAewGw/nP1t+3B6XvpKOxM8pf3vfZQ9uT6AQJsDJgZxCUjKSEipRjNDHP9jPAu6VXjpuJK5grqWu/T8TbuyOaN4dPdGNmg2jnli+/t9N37HgKJ/ET13fJi8PjxwfeGAvQOHBguH5Al1yazI+QeqhmLFJwRARF2E94ZsyCoJFsirR1pFR0IdP1i+a70X/MZ++ADmgwgFeAbjSHJI0wkvSLOGwkPIv/g7afb781Xx5PJltIR3//oXOyP6izl7OEB46TrQvpoCu0Xwh/DHiIVXggA+FPs9egA7Z73AgiZGOwhjSWZI4scRw1EAqUAUwNHCawOYhOXEeALgAXFAFH73/T18WTvzexj6frpn+028gD6xP/pARUFOglkDIkPfBJyEXcMigUu/JrwveSy3Wbaid4S55/vkfeD+Uj4kfQh74rqX+4d96T/Cw/4Gp8dCxyDG14XpQ+wDzkScRK/FIoYZRanEYUN/AdxAT357vQf8krxLvozCJgXiiUiLxktkh28BjTvrNvWztHQld1i67f7XQsPETwRQg4pCMMEUQY1Cx0R/hb2F2gRlATz9r/nktnn063U7Nhm4XHtuvfoAMwImA3/D3MRbBK4EngUUhibGuIcUyHZIQgdAhiXEsMI+/649sjt7ORv3NjWktZg2pThhu4T/jUMyhX5GmUdfxqNFSUSpxBzDOIF9QBz+Tfxn+yH7GHxDPkIAGEGRQhJA/b6KvS27rXqRO298u34uf0uAl0G4wadBZ0EQQKd/nr9N/5PALoEnwkPDTIQaBDcDdEJDQMe+w/1OfNC9L/5SwOyDYAYACD1I8IlOiBQFm4M2QBU9FXrt+ah4svh4OWz6wXyJfn0/xEGbQsdEWsX4xs1HfkdyBx8GKQVUhI4CxwCQ/mq8GDpKOe66aTsBfF59LL3aflt+TT6WPoS+1T95QNJCpkPdhMHFa8R7gzpCVsElQFTAnAC2AOwBXYEGgJ//0T9UPvV+i370fw9/tb8RfwX+ur1VPMC9Pv3gf3cAzsJlg1NDpIKjgiMBt8C6QJrBmsJ1wk+CuMJLAe2BrsI8wqbCkEKdwlFBt8B1/5B/Af3tfT59dz1vvXV9sL1mPIX8EjwoPCw8r/36P2wBSkN9xHZFbkXxRTzEDYOmgn3Aw8Aev9PAM8BCAUXB30GDQJN/i77K/fS9Av0tvRa9dz2Z/qG/8cDegceDCkPug7JDbcNZQxcCn8KBgwKC0oK8AlrBxEDAf6M+lH3J/YE+Av6Evz//lIBuwLUBHsF1gL3/i75fPKX7pHt3vA9+Jv/fQT+CAEKZQd6BREFwQM5AqAC2QFcAAL+C/wI+SP2y/XD97z6w/2cAWQEDwYVBj4FhAWZAxEB3wI1BNgEEgc7ChEMbgwLDvUO/w0kDWAMpwnUBowFOQUzBpoJSQ3rDnEO8ws9BxQAqvlF9sfzP/OR9vf51fx9AAQDOQODAiMASvyn92Hz1vA27zDvd/Aq82r2yvm6/Q4A5gEIA1gDdgT+BREIpwkDDMsMSwtkCSYHGwVbBMcEpgR3A10AZv3b+cX3Bfm5+zP/1AJ9BMEDCgJhACX/hv7A/pEA9QIcBI4GMQj0B4YGLQVvAnf9WPnl9aDzRfNf9uX6MP90A0kFlgQWAQb9+fm79vz1sPcF+uf8oP/XAa0BU/+G/YX8Lfw9/i8CLAY5CU4KeQhxA/38K/bR8Abuxe028Fz0AvohANIESAgvC9gNcxA1E1MWQhgpGG8WqBNqEF0MKArzCUAJuAdVBQgCcv3P+EX1pfPU80P22vorADwGlgtADt0PZA/iC/8GqgFQ/If33PPL8cbwgu5j7SvshOrq6Z3pLeuR7dPxZPce/ZgC7AayCboJrQj0BpQEdALRAQ0BkwDPADYASv7O+z368fba9Gz1+fa7+ej+1gXCC4IQERR0FTAT7Q+nDCQJhAagBbgFbgRwA0wCbwCH/xgA5wEXBG0G3AeaBucCZf6J+f303vJP8yD10/fJ+gj92/3D/A36l/c49QL0p/QQ9mb4N/pi+9H7YfqE+LH1F/Pi8HDvA/BO8Tf0hPc4+z393v6eAPoA7QHgAxUH7wnwDUkSvhVAGOQZthpuGNQUiA9iCPMAH/o99s30Fffb+6oBhgdkDB4Q8BHFE2MV/ha9F/YWShTSDhgHXf9d+G3yiu6j7BTs3+s07IDsoO1L7wHy+fXi+eP9zQDKAkwEagWRBs0H+whuCGIGuQKW/SL4qvNw8X3wDvIO9c/3s/oD/Cr7sPnP94n2JPYW95P5LPwE/ywBnAMVBdkFPgdRCa8K/wuwDvcPLg83DW8KOQU5/y36qvVO8v3xlPR8+YUA6QaFDPkPbBCaDrcKbwYvAZz8RPnJ9YTyS/AN7z/ufe2R7eTt1u117vLvzvIp9qD6GwCmBDMJugyeDbkNIwxDCbIFSAOeAW3/TP9lAHQBKAFYAb8AqP0/+4j5f/iN+PP6A/7BAH4DdwVrB5MIsAn8CnQLAQy/De8NGA0lDIYJVwY1BNAC4gDn/+H+fP27+9D6nflD96v11PT4803zX/SC9ov4C/mR+uz7bPpL+Qn6Gfs0+z/8kf7e/gb+c/0m/eP8Fv0i/hMA0QEvAtMCHQO+AwkDGQJNAogBjQAw/w79t/nH9TTyGPHf8mT1xvl3ADkGcQkfDPYNDA30CX0GcQL0/Xf5L/bY9Sn2Kvbx9lH5efod+sT7QP0/+974CPdA9ZP0G/bT+UH/ygSrCTAPjxEoER4QSQ5kCsYGHQXpAXn+jf2H/df7Hfpp+lb5B/W28+L0svOm87z2gvhf+Vj8Xf65/6cA6ABZAhkELgU1BoMGlQWzBGoCzP9u/vX6a/dL9xb2cvOw8eDwNO/Q7obx0PWq+QH9XAEQBcsFNQZLCL4HcgZKBm0GiASUAtUBdQFsAfEAugMfB84GWAckCR4F8v/s/i38iPg0+WT5l/dH97T3QfcJ9/73/PeZ+G/5S/nK+Uv6wvkt+rv6r/ky+Ir2CfX58f/w+PBM8XLzn/av++z+JgKtBCsFrAMrAn4B/P4g/4MAAgAXAZMC3gCA/i7+dfyQ+8L9tgBBBLEGTAnnCzINxQzjDGgNywoZB1EDuv+W/Gf6u/ta/pD/PQG9AdYAxv7Y+jr4lvbj8o7yy/Qt9UT35/qQ/Rj+v/0B/XH7jPnP+ID58vkT+3n9Hv8SABAAQP7j+/r6Hvr7+Iv6zP3e/X79zf5G/fL5Ofcf9rvzaPIm81L0zfYb+jP+lQLeB0EMGg5GD9IPrQx7CiIJogeABA0BLf+I+lf2dfTI9Fr1WPff+wj/mf9/AIMBLQDT/+MBQQOXA34E7AOs/8P67/Wf7/vqxOiF52PphO0I8hf3B/wo/9cAjwGnAe8C6gMLBtUIxgqgCyEKOgfvAj39QPcY8wnxmfFk9Pb4jP5vApYEkQdSCMUGKQfoBskF0ATEAw0CKwCI/j79u/wl/HL7/fum/Cz8FPyS/Gb8nfxu/1sBCwIEA2UDIgKXADwAHv/p/NH6rPli96v2K/e895r6IP5JAbQDCwaRBmMFIQO4ANL/dv6W/IT8rfup+Jz1Q/OH8QzwKvHk8772zPnP/Fz/SQBfAf0A2QCRAUYBwAG9A/YFeweaCqQMTg12DHsK5wgkBk8D0gI7AwwCSgLwAo0BBQBh/6r+1P2T/br9Xf2C/Vn8FPps+ET1TPH17T3r7ufd5n/nJen57PvwH/US+U37f/xW/vn+6P4RAV8CMALsAq8DfQIsAY4Atf7W/Bf7k/q3+QD5sfn6+0z+ZgEQBnUJjwxXDU0NIQ3wCvAJdwtIDF0NEw83DmcMNAm7BAUCZAAO/2r+RP8g/7n9B/2F/PX6DvkM+G/3Mvce95n5Wfto/JX+ov7Y/vX/oP+y/ob+h/1P+t73gfbE8yPzN/Ra9dH3J/ql+yP+WwBgAeoCNQRtBNIDBAMLAtcAO/+J/k/+cf6w/y0BpQIhBDgFigVLBeAEHgT8Ap0COQN7BGcF4QbQCDQJSgh8B2sFVgGY/479q/t6/En9F/5S/m7+PfwQ+Y32C/Ty8Z/xfvOV9ZP3F/o//AL+Lf++AN8CWgMMA6oCKQDH+8P4ePVr81zz6/Qc9135mPtL/Vz+E/6N/2IA+f90AKoBgwExAr8F/Qg7DOwPIRLnEVkQjAyeCOsEngE6AA//Lv7h/sL+Gv2n/a/9nfuf+gv7efnc+JH6nvxB/3QCaAUECCwJ4whSCBwHgQZFBZUEHgT3AqcAYv5z/PL5YPdw9bT0cfRL9PT1BPjH+WP7AfxT/Xr9l/2z/rAATwKuA+4FxQc6CC0IYAi/BhAEGwGe/sj8IPsP/EX9UP3N/ev8J/qC+M/27PSL9gn69/xxAVkGUwdQB24HewWRAwQDjAL5AV4BowCl/h/8Yfmz9jP2wPVQ96b7XP8RAx0GHgdQBjwE8gLuARYBTgBCALv/Yf4t/2P/TP/d/wr/x/zV+rv4YfYD9uT22/jr+77+cQFoA0gECQTDAigBFACg/4MAfALSBDMHkQchCMMHjASBANL9KPuv94L3ivkJ+xv9gQDkApQCqAAi/n/7n/nI+FL6t/2jAJYCJQW1B4IHZgb1BwcIvQWyBR4F1AK/ACn/8P15/Qn8gvvk+4D5hfat9EjxYO5h7nruNPEp9k/7OgCYBSYJ2AmsCXIIBQYmA7UCxgLaAq4C9AH4/xf8Wvim9f7z3/Kq9d35A/3jAUMG+wcaCRIL7QoOCukJLAisBa0EagMZAiIChgHa/xn+Tvwj+S73+vXW9AH1J/Yx9pv1vvVl8+fxxPH48iT2vPkq/iEDUgbZBk4HkQXrASsAEv+4/Ub+LP8D/8L+dP+V/8H/sQEsA/wERAbiBacFwAS3AIP9zPuA+OL2I/du+Dv6vvrW+3n+rP6N/uT/9P9v/z3/fv6s/aP9GPyF+qT6T/mV9z33K/e193f5dPtm/V8AIwETAIcAhwF+AY0DEwgnC1sNgg9fDwUMewdqAqf8NPj29MPy5PLL8xb1p/fr+sX7SPvs+qb5p/cH9574HPv7/Dn/kQHeACz/y/5q/lb8Zf00/+f+4v/aAA0BqgFRA8YEVwflCWMKzQkrB+ABr/vC9bjw4O2G7Xjt1e488tb0yvdk/fICHQh4DSgRWBQOFmkU0RGlDrAHmP/Q90Hwdur45RflFOdW6drtufMs+KD9/APeB90KXw4HD64MWAq1B4kE8AA6/lb+sP3M+v75w/ni9ov0vvQi9XL1OfbB9wT5z/jn+NH6Cf7yAdwF6QnNDDMLgQZtAjP+TvnT96z5UPwk/lAAWAI5AmsAqf6d/gf+hv1Q/qD/4wCUAOgApwJ4AgMC8wJ/ArIAK//i/Er6p/gb9xP2TPY09zL32Pec+Bn4W/ji+Ov4KPrA+/z7m/3j/8sB+gP0BcoHHwgSBjQDYQA8/J74y/eA92b3Q/iC+BL5YPlt+cv5svl/+nz8wP2m/9EDZQcaCx4QrhSeF98Y6heVFOsQnQv0BOv/S/ui9hX09PKQ8ubxxfA/8A7w4e8F8XT1wvt3AQwH7gtIDSkLBQcjAzL/ePua+ZT6cPwh/fD9fv4M/an5wvY59Hry3PEY8/z1mvlO/MH9/f7P/cj6Hvjv9lf3MvhK+9IAMwW/CH0M/A6iDgINGAs5CPwFMgSzAm8CmgI/ASUAwP+t/u/9Sf41/9T/LACaAIEBewEqAVYBTwCN/ln8y/mG9xP1N/NA8rvw3O/m78/vgvAP85X27foyAIgFJwoYDd4OzQ6TDMQJZAepBMkBLP8o/ar6xffq9S30j/Gm7y7vZe187DzvePJP9vD99AUSC0EP/BKTEx4SjBGdETURKxHXEX4QogxwB7kBZvpS9BHxKu5s7RLvZvKD9mf7rwCyBOkGkgduB+UFdgOdAWIAh/8//7L/9P8j/3X9Yfss+Uz3yPZ99435OPzJ/Qz/tP9V//7+rf5V/9L/Sf40/FD6Fvfw8/Pyd/Qr9z36cP5oAZsBvv5X+qH2fPQc9Hf29vtbAeME0AenCcwIMAarBA0E/wLiAvYD/AU+B0kHywdOBwsFjgLhANv+9fzk+9T7nfsN+7v7G/2h/RL+JQA+AssCDALbAk8DXQGP/yb/Nv1C+E704/FG74fthu7W8eT19vmi/nQChgTlBNUD6wG1/o77rfht9sj1afaQ+J77WQBhBdYKDxCEE7EWqRdnFVISeg+sCp8GuwSvAlYAs/7c/DD7fvlV91n3OPhM+Cz6Yf7CAW4EaAa3BYwCR/6h+IDzS/JC8sXyt/bR+jf96//oAkUEQQSdA9YBRP8x/MP5FPge99D2lfZL98v4Yfn3+eT7Pf5BADwCoAToBY4FzgVhBiQGLQeFCR0LOAzkC3IJbQYGA3r/Lfwf+of4tvac9nr3ffjg+af7yf08/+j+lP5S/4T/kQCNA4sGfAgDCuQKGwv8CmQJnQeuBYUBafz895jzhO9K7YTtuvDI9Bf5OP5kAfIAyP7Z/BH6RveL9Tb1r/Vr9hX4pvqX/+IDRwdIDCoPQQ+NDqUNrQsiCd8GSQW2A8wAA/8w/tH8Ivxq/oYBGwTLB/kKXwxgC2wIRgRBALP9lPwA/RH/0QBgAtMEBweRCCAK4AqgCcgHzwRQAOb7qPhO9oTzsPIi9PL0y/Xc9hP4mPfu9Wj2Hfgn+s39CwNZCC8MHQ+0EKwQYhC9DhYMyAl2BscA9fsL+fD2KfZX92b5SvuH+4v8Ov4X/3gBZARoB+YIVQnxByUGnATPAJX+Lv5W/Xv9H/8RAf0BcQJUA2IENASPA58DhQIPAD/+u/zS+pL4i/dF+ub95gD3BWEKjQvkC34LpgrVCMYFUQIvANL+QvsG+YH4VvYj8oHvlu6B7UrtiO5n8kX3rfs3AHcGcwxdEE0T0RaIGXQW/RBdDbgGnf2+9xr1+fPP9Mb3PPtL/sX+NP1s/d39hvwN/jkCIAYDCdQMsxEzEiAQzQ8kDi0IMwN1/336ZPXv8rf05PZ8+Rn/hQXLB/cISwsOC10H1wR7BMoCjgBFAuUGIgnxCf4KhgvUBvv/Avwd+M/x2u0h73bwuvH39CT69v4/ApMEyQWaBb4C4P1p+wL64fiw+/0AKAZ0C+oN/QvgCQkGt/9B/D7+aQE2BeIKehAeEo4NJgdIAI72OO5u7A3uWPEN94H+igJ9A4MFWwWuA+UF0gnPCuwMaBEqEbALHwcSAgX4wO4r6yrpaOb650nuwvKQ9aD6LQDwAioFcAkPDusQZROwFQsWuxS5Ej0OrAjvAzT8avSE8EPuXu1677D0mPp2/xQCwQSrBrcFHQaFCH8KHAviCwEN6gvDBzkDxf9h+6z4o/kP/Q0BDQSvBjMIaQglBbMAM/8N/OD4pfvOAKQErwjcDLkN+QlpBf8Akfs++PT5DP7mAfIGQwtXC1YHCgFX+xb2dPDm7iPzgfgY/IkCEgstDmQMvgoZCQsDDPz1+C/4rfbJ9Dz2qvhR+NH2ZPez+JP4g/k3/a4BqgWaCEsL6w20DD4KoAmNCNoGaAUuBWcD3f9G/Ur8Xf0FAOcEfQqcDDwMhwogBgUBN/7U/aX+XwG/A7QFuAbgBN0AZvzG91rztfG58z/5GAAkB+IMYBAmD5AJMQN8/Lr2mfPP8wj3bvwyARcFCwmaCsEJRAgwCNEGDAN+/wv9bvrh9j/2/Pgg/Fn+7gG3BsUJnwpSDeAQ9hG3ED8OOAxICGAClv+1ABEAGQGKBZEIiAktCcsIBgjxBgEG8QRaA2b/U/nI81HvO+xg7BjxLPhl/4AFCQrsC3YKJAkDCIIG9wU1BhkFdQJeAcD/mvyV+qn62fp3+rf7j/6mADQBBgNkBAMDtwCd/kf88vmu+L357vwSADYEiwlCDdcNog12DN4I6wQeAuUADQH/ARMELQf9B2EGrQTZAqb/bPxZ+0D86vwf/B39Wf8NAGr/vv+GAY8AHv0n/Kv9k/y0+pn9EAFuAToB+AOdBSEDmwKVA8IDdAKCAbQBtQJGAt8AeANqBVQD7QAoAAz/tvv0+m//LATKBpcKWhB0EjUQsg5fDYoI5AJy/+L9IPyw+sT6I/zB/en+bgAhA4oFLwZwBhsHEAiOBywHzwjiCdoIUwYTA93/8vpz9oT07vMj8xbyk/Lj89H0nfaZ+7oBPgYxCl4OXQ+aDQELtwfXA6D/UP0K/ov/8/6fAGUDkQAX/bn9pP6Z/Bn8ZwBWA1UC5wIZB6EHVwRSBCoFZwN9ADr/sP8qANUAewNpBzQJJQmFCFsFAwFe/WD4X/X89ev3sPrQ/VICVQTbAtAB4v5x+2j5XvdO+Or8EAGXA9cHmQv6CckG+ARTAkf9XfnZ+I34vPcW+DT6MPyS/WT/eQE1A9AEggTpAoQCSgEh/wf/EAFyAooECAg7CwgNVA0ODBgJswWSAD773vhE+J33Ufk8/7IECQenCSgN7Qt9BvICYADp+zb4ePmC/UkAxwMDCIoJeQerA6j+sfht9FfznvQG9zf87QGlBHsFXQYSBjAC+/6d/9z/Jf8uASgECQPA/x3+LvuT+Dv3kPiC/Cz/mQENBJcEXQIu/xn8nPpQ+ZT4yvm//EEA3AEaA0MGIAjQBUkENgUTBFkAKv/LARgEiQMuBKQHbAd1AiQAzACL/rv6pvth/w0A3wDSBNwHVAg6CX8JaAm4CIAHRQaJA4QAG/zs9YnwSu3t6hjqKOxZ8Bn1W/k8/Hv+ZwAuAMT+pgCTA7MCbANTByMJHAelBqgIwwWjALf+hv4J/cP7fP3yAIwE2AZ4Ca0NYg9lDXILvwo4CfQEIAL8AnsC1QDLAO0B2AJKAQUARv9i/jb8lfgX+TL6UPn1+tz+nwAcAET/Qv5A+7f2hfRW9az1C/dA/LgBpwNtA1IEVAOm/nD7u/sj++X5cPv1/lUCywQyB7QK5AxsC/4JNApzCDEECwJNA9wD6gHnAMUCCwFD/D77r/ws/Bz69/uC/w0Auf/TAroHfQi3CK8LVQ0kCxoJkQm/CHcGQgSFA9sBuv5Y/b/8oPqz+Mn4pvgr+Db6hP3t/RD+wP6C/cv6lPjC+OL4/viO+r78Zf5c/pD/EALOAiUDtwRJBdgEhwVKBt4FkQUyBbAClf+w/bP7dvkQ+Sj6hvsc/V7/QgIIBMoF3AeZCHwJDwxnDH0KIAvpC30Jagf0CG8KvQe0BZwGPAXkAPP//AFhAfgACwMqBYkEuQNMBF0DSQGEABYBlQG1AmsECQa2BlcGKAYnBe8C0/9c+3P4VPaE8xDzbvbS+bv7UQD5BQAJ6wmUDIIP1A7tCwgKbgeqATb9uvvO+oD6fvsq/X//8wCAAfECogTeBLYDNQP3AsYAx/66/zwA+v29/Nn+Rv/J/QgBKAblCP8KOw8fEuMP8wpzB7EDQvzb9jf2Kfbn85r1EPo6+1P8pf4o/xj+/f02/Oz5LvlG+UL59/rn/nEDLwdkCmAOyA+ED9UOIQ0cCicH+ANtAFj9lfqa+c73GPdj+OL4Y/me+3n/uQJ/BroKcw0nD5UQdBDhDlUO0gwnCZsFNQMNAXb9N/u4+6r8Uvxm/fwAqgI6Am8CgwUqCAkHWAgkDGcMfAqFCl0LPQn5BcQE0gO9AAj97PvG/Gn8tP5zA0oGUwjDCkQLCwmkB2wGOgONAKr/j/4D/NX6Bfxx+xr7uPyF/ln/ogBKAqwD8AQnBeUEfwTcA+oBOwCaAGoAn/7Z/rX/uf2q+178F/xz++n8WP/RASwDxQTsBnwHSQV1A0UCmv7z+vr5cvmP+LX4Q/uR/jEABAL0A+QEKAR0AgUCSQLrAd0BjAP8BdYFlgM4AsEA3f3J+mb6evzE/lP/IwDXAoYD2QAvAOsDDAUTA1sEOgcMBXoAbP+u/2f9Hfwc/24BggJLBDQGBQiaCYUKxwpCDHYMlQkzCAsI/QWqA2kE9AU3BosGiQb8B0gIcQa4BeUFyQT3Acj/sP+X/0v+cP62AB8CwwCe/0//fPw/+KX2ivX586z0qvbf97/56vuH/On8sv2E/oL+a/44/5j/qP6i/tkAeQKDAikE2QWwBWsESQMQBF0DWQIWBAwHwgcpBncG4QYmBKQBLAJ7AqMACgCaANH/P/5I/D37e/rJ+S36+foO/A39Kf1K/SD91vxV/a/9Fv5z//IAZgCR/0UAr//V/Mr70vyX/Jb67fr+/Yj+e/4jAeYDowRGBdgHFApoC4gMhg3UDagMOgpHBzwFIQK4/uH8b/tb+qv6q/sb/KH9mv9t/77/bwGFAfP/gwCEAmEC6gEGAzgEXAObAV4BjwH5/wj/TP93/yb/UP6s/XH9Sv1//Kz8o/1+/qP+Zv7E/0kB1ACiASwEhARlBAMFIwUnBBsDFAO6AjMBQwAcAWIAH//s/+AALAC5/w8B/AGXAWcB+QIWBJYCTAEYAWv/af1Q/Mz85/1t/oP/NAG+Ao4C6AESAkUBNQDH/6n/eQD5ALoAywBcAQ0A6f2C/hf/U/6e/tAAwAH8AFkC5gPSAl8BzAHQAf3/C/+CADIBWQBhAWcDfwNXAt4BcQHt/z3+9f3U/d79Sf6k/sn/5gBTAX4CWQS3BCQELgRQBFwDpgIVA5EDEAK9AFcBNwB1/jn+cP+r/7H+1//DAB4Aqv9jAK8A4QBjAUsBcALKAv0CTwNjA9oDQwJpABgAvv8y/pj+qQChARgCVwNdBM4DLgMEAzICFQEHAWoB7QB2AO4AoADI/7D/OwCEAIcAUQH4AYQCsAOPBBoFpwWhBWMEwQLkAeIAYv9C/zIAGQH6ADYB1AKXAv0ADAFuAUkAi//O/ysAx/+B/80AzwFfAl8DFgSVBE0ErQM7A30ChQHUAHsA4/+m/5kAigEsAuoCJwMkAxkCDQHtAN0ApwAaAUACcwKLApMCewKMAX8A6v8g/+7+M/8RAHUA4wE6A24DPATOBKkEYwPlAtsCUwHs/xkAAAD7/rb+B/8P/j/9nP0U/qP+FACWAjsEawU8BzsIIwfUBj8HnwXUAysElAOJAa4BMgKMAZYBOQJUAuwB1gEMASYArf8c/wj/Of80ADgB+gEsA98E+gVqBsUGtAa+BQ8E/wL5AUQAcP9K/+v+GP+yAOoC3QQJB1cIVwjoBu4DBgLuACL/Pv9xAagCkAJCA/gDfQKsAGgAmACeAPsAwQKIBCEEzgPKA1MCMwA9/6X+rv3Y/Xb+Df+U/yUAJwHCAXYCbgPmA0ME0wMnA8UCagKuAcMAWgGjAbYAwgC5AScB7f+PACQB1/+Q/5MAkQD5/0YAaQBlAE0BewEYAh4D2ALeAUwBmwE/AHf+t/4U/17+tP2Z/m3/8f+uAEoCPAQPBY4E+QNNBPkCQgE5AYkBFwFxAb4CWAPmA4EEJgTsA1sE1wMAA9oCtwJnAXkANAH8AWIBHgHVAaEBBgA8/70AqgHeAWUD8wVYB1MGTgVnBQcEXAFFADUBpgAJ/3P/2f9N/2z+7v5YAPQASQFxAkEDvAKgAkUCzAGnAX0B8QCqANIAUgDL/37/Z//d/lf+Y/75/lT/Cf+B/8wANQFGAWYCQwO1AmABCgFiAWcAiADPAlQEQQQhBUkGawTsAqwDmQNUAsICcQM2AtYAhQBoAE3/Cv/P/8n/d/9j/ysAngCMAI0B0AFlAa8Amf92/n/9Jf0x/ZT9Tv7O/tj+4v71/jj/Nv+7/38AbAFHAlECNALsAQQBKgD1//X/NAAdAEMArgC9AFwAwgDJAWECmALRAjcDgAJsASsBywF8AcAAyQFKAl0BkQFxAlICTAE4AaMBfgBB/3D/IQAzAGUABgI0A2cC/wHgAdsAf/8p/zEAGQGNAesBDQLxAIr/Z/79/X/+mP4y/3IAHgGwAKUA1wAoAIH/vf9qAFgAOwDOADkBCQFyAXsC3AJ1AucBFwHI/0f+KP2L/er9Y/7F/88AvQGjAa8B2AFWAfMAuwAQAYIAzP8SAEUARwCKAH0BogH/APcAfABHAA8APgADAcQAswBMAO7/rf8m/7L/rwAXAXEBdwHnALz/3f5f/l/+Lv9w/ygA2QCsAEAAWQBgAA8AIwC2AGkAGwBSAOL/a//1/l7/Ev+7/gv/Dv9q/1L/AwCqAKgAZgErATkBwwBnAMYA4/9OAKwALACvAFUBwAFkAZMBTQEEAJv+Cv44/kb+4v83ATQCXQLZAa0A8//T/8z/rQAoAfgBVgE9AAQAM//G/qP//wBtAWwBywHrABb/iP6Z/qr+Dv9AADQBTQANAPz/av9i/8n/lgCJAGkADwCX/z//V/8cALcAqAFkAuoBYwHlAI//6P4o/wcAkQBcAWYCewLaAfEAKQDf/o7+mP4M/6T/cQBEAVsBkQFJAeUAXgBiADgA0f8CAGgA7f8YAI4AaQAcAA4A+P8K/xH/B//y/kj/w/+IAOIAIgGDAVwB/gD3ALcAmwDbAOoADwEwAUwBNAH8AKgAJwCD/wj/+P45/4n/VwD0ACcBagEnATUBIgH6ADoBVgFYAXIBngFgAboApwAwADAA6QBWAdABkwGjATkBdgAaAAgAaABcAJUAlgHLAY4BsQG6AdoA2v+BAFMAFwDGAMIBgAFWAUgCsAGYAQUCUwIHAnEBhwGeAPb/w//R//P/rf+SAOwAIQHKAVcCiQI+AiQCdwHoAN8AJwGrAQ0C6wGbAfsAcgDr/6T/KwAzAPAAxwGTAZcB8gGWAZwAWAGJAX4AyABHAdMAoABIAS4BCQE4AW4BgAHNATICuwHZAXgBwQBUAAsABQD9/3oArQAWAZkBIQIRAi8CmALRAbQBewEQAfAA7wCXAVsBoAHJAZ8B5AEgAT0BEgFoAEwAQgCrAMAABwFhAc8B8AHVAbkBcwETAcgAPwFHAXsBAwKuAbIBcAE2ATkBGgFfAYEBrAFyAboBxwFiAZYB8QF1AT8ByQFDARIBUAFRASABMAGDAcgBKwJUAnoChwIWAuwB4gGhAXsBMAHqAKUAdACBAMcAFgFHAYAB3gHaAcYB7gHSAZwBhQE1AcYArABbAPz/XgDFAP4ArQHjAc8BuQGDAS4B7gAzAUgBsAEOAgMCIAKzATwBEQFFAXUB2gGBAjgCRQI9AucBxAH/ASMC2QEQAtkBnAFHAUkBfwFjAW4BigFpAQMBJgH9AMoAAAFlAZcBfQG3AXsB2QDEAPYA3wAaAaYBwgGZAa4BggE7AQsBIAE/AUQBbwFnAWABHgEyAXwBSwGOAbEBYgFcAf8AJAH0ABgBXgE2AWIBHgEwAQABewHWAcYBPALhAVMB5wBtACsALQDNAHABtgEZAt0BhQEJAc4AzwDDAFMBqwGoAWABKQHOAF4AhgDCAOEANAFpAUMB5wCsAI4AYgCXAPIA9gABAQQB4gC0AMkA3gAPAT4BRwFFAeMAsgBwADEAOQCIAMwA6QAVAWsBSAEwASwB9wDlAM8ACQH1ANUAugCUAKEASABfAJoAkADGAPAALwHBAKYAnAAbADkAKwB7AMkAuwAgAeYAxwCwAHUApQBpAKwAtACcAHUAQAB3AE4AqgDaAM0A4gCaAHcAOAA8AGIAfwDCAL8ArgCNAGwAWwA8AD4AZQB5AHgAfgB+AGsATgBfAG4AcACLAIsAcgBtAJkAgQBvAHUAhgBHAE0AVgAMACUAGwA1ACwAKgBPAFAAIwAWAEgARwB2AMQAswCrAIYAXQAZAMv/7P/i/+n/UQBSAH8AUgAoABYAyv8AANX/FAAvAEwAYgAsAEIAEgAIAAYA/P8rAAYAFAAfAOH/AADs/yoAHQAPACcA7P/u/8H/uP/P/93/EgATAP3/BQDa/7r/yf/V//b/4v/N/9X/qf/M/+v/0f/a//v/+f+z/9T/5/+1/97//P8KAPH/zv/d/6L/rv+p/9v/7v+3/+//u//D/5n/m//k/8b/BgDc//P/9f/C/wEA9P/1/+r/BgAGANH/3P/T/8T/1v/l////rv+v/8T/rP/m/9z////U//v/GAD0/xQAAQAdABUAHAD+/+f/9v/b/+T/1P/N/+D/3f/c/9f/4P8EAAAABwAhABMAGgAiAOf/z/+x/67/mP+t/83/pP/h/9H/5v/c/9P/5P/Q/+D/w//C/73/pv+o/7v/kf+v/5//mP+1/67/1/+t/8L/qv+b/6r/pP+5/6j/oP+K/2T/Uf9r/3T/hv+Z/4//ov+A/4r/mv9//5T/jf+s/47/dP99/27/dv92/4z/lP+J/6P/ov+q/7j/tP++/8T/wv/Q/+X/3v/q/9X/6P/W/+T/DADo/xUA9P/x/9j/6v8YAA4APAA+AD8AKwA5ADEALAAzADcATgAxAFcARQAxAEsAPABMAEwAjACAAIUAiABYAI0AkADFAKAAqACcAGcAhwB8AKoAlACyAJsAdwCQAGcAiwCNAKgAuQCrAKkAggB3AIcAjgCNAKIAmgCGAJIAewB6AF0AdACHAIkArgCXAIIAXwBSAEkAXgCVAJIAcQBvAHQAZwBWAGcAdgCLAHYARgBPADEAPgAoABMAIAAPADsAGAAJABMADwAMAAwAKAAcAB8AHgAjAA8AEQAgABwARAAiADkAOQBDAGkATgBbAFAAYwB2AG0AXQBnAGIAWwBlAJQA2wDsACcBIAEqAWsBogHNAc0BBgI1AiQCPAJRAlECaAJmApQCkQKaAsUCvQLQAtICBgMQA/cC7QLYAt4CowKcApECWwJFAh4CAwISAhoCFALvAe4BLgIeAi0CUQJiAmUCWwJYAlUCYwJnAm0CZAJoAmsCYAJuAncCfgKaAsMC1QLiAvkC+AL1AicDKQMnAyYDMAM+AxAD/QL0AuoCzALQArkCpgKRAnUCawI8AkgCOwItAisCKgIqAiACJQIwAjACKwIeAgQC5gHoAbwBjQFxATkBDQHmANEAqwB1AHQAcwBuAF4ATQCAAJAAxwDrAA0BUQFXAYUBmgGzAb8BoAG6AbYBvAHRAfsBEgIbAmQCkALBAuACLANTA1ADgwOoA90D6wMKBFAEVASQBNIE2gQDBTwFbQVxBXsFnAWEBZYFkwV/BYEFegWJBXoFfAVrBWkFcwVnBVYFiwV3BWUFcAVoBXEFZwV0BWUFZQVbBUwFRAUeBf4ECgXfBMwEtQSbBI4EjgR9BFgEgwRfBFQEawRUBGcETQRZBEIEDwROBDgEJwQcBDgEQQTvAxYEFAQGBAgE7gMkBPQDzgMBBNoD2APoA9ED5wPyA/MD8wMCBBoEEQQcBCIEFgQRBB8E/QP5A/sDzQPPA70DxQOiA40DsgO9A5oDqAOwA7gDvAODA4gDdANpA0UDQQNJAzsDHgMyAx4DBQNCA0EDQQNZAzMDZwOHA00DbwOPA6gDhQOtA7kDvgPiA9gD3QPKA+4D2AP0AwME8QMlBCMEPgQtBEAEbAQ3BEYERwROBEgERgRpBCoEPQQoBCoEcAQ8BE0EYwRvBGoENgRrBIcEYQSDBGUEYwR1BC0ESgRSBD0EFQQrBEwE/AMeBAEE4gPmA8YDzwOrA7cDoAOQA3QDXQOqA4EDaQNlA1wDcwNOA3YDTAMZAzoDGwMxAwcD9wI6A/QC8AIBAwQD8QLhAgID9wLuAt8CCQPkAuQC7ALDAr0CmgKoAo4CrQKhAncCmwJ/Ao0CjAJxAo4CiwKRApYClAKKAmMCdgJmAlECSgJCAlICPwI4AjMCKQIjAiACJAImAiYCOgIzAgYCHgIUAvkBFQL0AfwB4wHeAfwB3wH4AdYBxAH3AcoB5gH3AesBAwK4AfUB+wHwARgC6AEGAu4B/wHzAdIB5wHrAcsBsQHSAdgB5wHWAdIBtQGoAdMBwQGuAbwBvwG8AZoBmwGNAZIBnQGiAbYBwQGgAXwBdgFrAXIBYgFmAVYBUAFWAVYBQgEfATcBNgFMAUEBHAEyARQB/AAOAQsBBgHxAPgA1QDNAOAA6gDSALQAxgDHAMMAsgDDAKEAtwC5ALMArgCgAL4AswC9AH4AgACvAL4AmwBzAHgAcACMAIcAdAB0AIkAlgCCAGsAUwBZAHgAmwCGAIIAfABmAFUASgB3AH0AggBEACYAKgAMADEAVQBQAB0AGwAeAEAAPgBEABEAIgBRAEEATgACACIA9/8LABIAz//2/+//HAARAN7/CAAHABgAWgA5ABEA/P/8/wAA7f/o/9D/p//g/9n/5v8FAOL//f/T/8v/vf/Q/+3/2f/o/wsA/v/Q/7r/qP/E/9r/CADx/+3/x/+I/5v/tv/T/8D/1f/V/7j/oP+C/4b/Zv+7//n/yP97/0z/gf+J/6//of+T/6T/ov/O/9z/n/9w/5P/pv/T//f/j/9A/zv/sv8BAJb/Zv89/2j/sv+t/3H/+f47/5j/nv+E/0r/JP9L/6T/xf9j/zn/Ov86/5//dP9+/yb/I/+A/zD/Qv8U/zf/YP+G/5P/V/8u/23/Of/u/h//Zf+Q/1P/E//e/kX/bP+a/2n/Dv82/1v/tP9u/2L/hf9r/3z/SP8a/xj/Kv9M/2b/Y/+P/0f/Z/9c/xj/S/9t/63/P/8k/zH/df+w/7P/lf8m/zH/ff/T/3v/K/8O/x7/ef+S/6L/k/8n//n+VP9x/4D/gf9p/y3/+P46/67/b/9g/1z/Xv9h/4n/vv8u//H+CP+f/+j/xf8N/4P+//4rALIAyv/o/i7/k//x/+j/i/92/1b/lf9J/4L/ef+E/7b/Y/9N/2P/jv8S/zL/R/+s/7r/O/9A/7f+Tv+q/6T/Nf8V//L/j/9q/zz/L/9y/5j/qv+e/6z/aP8N/1//X/+H/+P/lf9P/8j/TAAkAPf/fP+H/5X/SwBGAJ7//P75/hAAbQAeAOf+d/4F/z4AlAB//wH/+P4u//v/Yv/8/sT+3v4LABwA6//O/qb+Wv4k/zoAzf9v/23+xf5q/4UAZwBH/wX/8P7b/18A9P9B/+P+zv89ALP/Q/+t/or/BgCV/0f/R//G/xMAbP+r/vH+Sf8VALT/Hv8D/0j/RABZAIf/Sf45/nD/hADRANv/5P5k/kD/DwA8/9j+H/7F/v3/KAD//2D/QP+Q/5EAfAB1/93+5P4S/2AA4QDf/8f/0f/l/7f/NwBM/0b+7f7h/0EAd/9b/hD+bf97AIwBxQAcAIcAtACGAIr/2P5l/nf/CQAjAIn///5m/1r/QQA5ARkBfAC7/+/+D/6T/RD+V/7h/54BYAHu/1L++/6eAMMBFgH9/Tz9Jv+ZAaEDvQKFACL/bf8MAmYDNQHW/Q37IfvK/kMD1AScAo7+gvyE/poA2wL3AuX/Nv18/FD/0wLRA4ABzP4c/lr//wLvBNgBNv9y/Ub8W/00AGEDigNIAtf/yv4l/sT/nwKiAREDWwIVARQA6f1+/yEB6QJAAs8AjQBl/6IAOwPDAf8AzwAg/7H+RPxD/vUA2wDyAT8BVQGsALsBjgQzBEoC7QAYAvr/J/8MAPv+FAEEAjwD0gAN/z0AXgCJAh4CJgLRAVAB8QGMAVsBlv8s/2oBTAIdAyABpv85ABsC5gNRAjoCEwE4AsgDowPJAa4BqAMwAzACIAEeAQUBDgF0AJcAtgCeAdECywAIAEsB8AFKAz0DzQBxAZQCCQL5A2gDeAN7AeUBYwOEAVwBs/5yAVb+CwAMAgf/zwDE/j8AyP8IAsMCLgBLAN0BcAJBA98BagC3ATIC3gDgALQAmQEVAWsAjgKXACkEYQBrANIC0AA8AuwD1gO8AXcALAKrAw0BNAJFABgBZQHVA9EEcwExAuX/nQW3BGYADwNRAdYD9gNfBOUChAIgAxED5gNVAOkB3QLnArUDTAO9Aa0BnAKHBBwCoQCNBP0BcQOCBDgCmQHNAUIEngJ4AjQDIgH7AnsEpwJkAw0BsgElA3oCLAORAiUDtP9BA1EFRQNwAbYBWQSCAicDzAOEAzEBXwOVBeICLgPfArYCSwOrA9IExQLEAnEC/gIkBR8CtwHuAeQB8gJAA9kC/AC3/tcAnwVTAgL/AgBrAY8DRwK6//j/1QHQAJkBbQOF/+r/8AG/AYYCOwK0AdQAMQPWAFEB7gOAApoCmQD6AAUDUwTLAb4CDAIVAaYC1wOWBYv/uf/nAg8DugJjAX0CeAGvAPsDlQMnAbYA+P9VAjYC7AAPAdEB9v/yAOIDlwPxAUj/BAJEAWUCzQMAAF0AtQLHA+4CYAG3/4IAAgO7A3QBVQCuAQQCHwJEAhADCQKUAHQDswI3AkcDWwHEAAUBeQNSA/kBf/9EAL8C/gGEA/kAtQCHAaICfQTqAdEBagFtAjkFYwPMAAICNgOpASQCFAP+AOsA6v8tATYD+AJ8Aq0AZQFnAKIAQQKBApsAMf+GAGACdQMPAgYAYP+GANQBIgSMAuMAEgDS/pcDawUIAKP/GAJ2AOACIQUDAtn+xgB+A3IDDQIHADEB2wFDAv4CugFfAVsCGQKqAaACSgL7/zYCDALm/mIBbgPoASUAqQK+AfcAxAMbAhIAtgAgAKkA/wHbADIDSgM3AWcAGgGFAwEDZQKs/r/9HAMUA4QBBgT3/+L+5ARMBMUBcQAu/xAAsAP4AIL/dgC0/8gBogHtASkBgAK+A5QDcwNIAeIBJ/81/qQDWQSLAgQB0QCfAUQDiQRxASz9Gv/kA2gC5wBWArwBswE7AY7+oP8rARwCCQTZAfX+YP4lAn0DAwBeAoIC3AAVA7P/N/6pAp0APwBjA8ABhf8wAykDVf2F/jABagLDAcYBRwD5/Hz/cAS9A2D/Sv/qAeQBpAGNACb+lv/fAOMEawJz/Nr+LwLUAi/+4QC2AcD+PQIZAtj/3PyQ/1EEiwSHAcL8WP2iAtgBJgNHBJj+4v8j/+UDowPu/dsCSP8b/w4D6gBEAbcAIABbAfP/6gDD/yv9ngE/ALABkAN//Zv/yAJ8Ad//q/4M/0kDdwIY/wwAcv7zAJYEBgDa/Kz+xf/G/7sAw//5/cD/xgGA/+/8WAK1ACn9OP9t/xT/yv+nApf/FQCoAxwARv4BAKoAlf8eAH7+jf7mBO3/uPoeAbcA0v9sAVD9Bf0iAdsDhP43/MUCnwGI/QMDiwFm+qIA2wNLAFX+2P30/1MDygC+AcH++vmGAr8DAAAm+2X/hwB//3ACHP6z/3L/Jf+D/6gBEAF++3P/LQPx/B//1wN6/Kz+SwFCAbH9Mf1BBIP8Nf7K/Lr7MQQa/jv+Rv91/Pr9w/7FAPX7NgDnAUH8sPvCAGwATfy3AWT+g/sqAX8E1Pnl+kkCSgKN/C/9w/6N+vH9pf41A00AkPsfAnX/u/0d/7r/fP2F/x4FjPwJ/2/+yQBl/Wn+MgCu/ckAhf17ARr9yPxP/ov/of6BADX8V/7rAaP8Wfo3/34C+fqh/7H7qP09/53/JwDU/ggAzPpu/qIBZ/7P/boBnvzW+14A/gPw/wf7j/zB/Wf+BQD2ABb6dv6JAp79Vv9ZAiL9Mf4dBJb9q/69/wT4bALz/4X4e/9e/Wr8YP7T/837JwB0AZn59f6d/J/8ugBE+rP8Gv5Q/q7+VP0j/z3+bP2//eL/B/2t/R7/D/tf/q765P2G/m383gCQ+vn9tgPMArT57/66AdD7fwCtAJ7+yfk//ib+jf4zAJH88v5B/QT+0/91/3j9Zv3A/rv99gAQAY37If1t/z/6t/ojAPP74fkxAW39l/2r/xn+AwA2/mn/iv9Q/vr81ADJ/lb7XAAK/i/+VgBW/eD8f//3AKH/xP9D/w38dP6YAbv9F/6iAAP+yvwo/Tr+w/0EAJYBRvrc/McA1fk5/Ur/0/z1/cn+M/4o/jQBdPvJ+/UBn/+JAiMBj/n2/Mr/gP9xAb391vuh/kn/PP80ASwAEfpS+779z/4I/136M/m0+tD/FQCh/cT+6f0N/dX+pQJk/8/64fqM/aoDwwDA+RL8lf1h/ecApwHQ/cf2vfo5AjD9J/9RAIL9L/ug+0MAtP4O/5n9sf2r+5/7OwDR/nv8W/l+/AX+dP25/5v9Uv2P/xD/8P4s/nj9AgHY/fD+Jv6j+Y79r/3i//P+Vvxt+g77TgD8/q78bP3L+yv85QEDAIz8+vuY+Rv+DgCT/l39m/s9/Vr+wf3L/SP9Cfzh/Mz9y/5a/979tfvK/IH8Evsk/d39cP66/9j+Gv3D+yT9GP2K/Uj/Qvxn/eb+nf0x/wz+h/xA//T/w/6U/iH8SfqJ/ZT+Sf1g/wf/aP1a+5T+7gEs/5/+pv2F/bL+if2c/HP+wP2o/AQBNQCB+1j8c/3E/Cv9S/7T/nr7EfxEABX+Z/6o/U/99/1J/Mr8Kv4K/lb8HABE/oP7+/zw+zf+Ef+o/hH8Gvwf/4T94v1b/+X8Jv0kAPr8uv0+/fX6Zv5i/iD/jf7Z+6b9a/66/WL/sP0Q/P/+6/7U/nT/e/6M/r39Wv7g/b/9av05/iUAKP9i/vD89vt5/E3/PQAh/dX72/0lAHz//f6y/Ur8VP0BABICOf/6/Pf7RPwk/iIBGAGq/bP9Av40/m0ARABA/UP9Bf4L/qD94/4HADj/h/7Y/gX/3vzJ/fD/hP8O/67+y/2J/z0Btv88/Wz9R/4R/2n/bf58/67+ZP4QAML+6f35/B79Tv4z/gD9n/3j/n/+FgGVAJT9afxj/0b/OP4q/1v9dv3J/sH+bvy9/Q8AYf/J/zv/Of0g/VP+O/9BANb/cv+K/3r+d/7d/uD/yf+g/zT/bv6u/bD+5P8BAFIA0v9UANn/b/8s/aT95/0y/zgB2v/2/sf9jP5I/+v/XP5F/wf/7f3D/5v/Mf7e/t7/4/7HAKoBkABiAB8AW//MANz/k/7p/UL+kP9R/93+Ov7z/r/+OwB8AEIAVf8t/2f/2v9MAdEAOQBKAFf/L/8DASkAWv+j/jL+hv9fAGv/UwCzAAAAPwBJAPD/yv8c/+v8jv49/8D+9v+T/yH/fv/E/6b/t/8j/ir+5f5g/yMA8/7r/qf+T/5U/lX+EP/j/1oAIQDJ/3L/EgB7ARABp/8N/0D+OP8UAeoAWgDk//P/mQCoALn/J/8V/1X/lv+cABIBZQCIAPL/FwCH/1D/gP9Q/6v+RP+UAGL/u/7G/iD/DQARAQkASf8iAIIAHgEzASMAG//V/jD/WgCRAGL/gv8ZAP3/EACm//z/SgDT/zIAFQDHAPoAXgA8APz/fQBYAJAAmAA6AFP/U/5m/1EArgBbAFH/zf47/9YAqwCP/zL/ff/NALYBXQGA/+f++f7Z/0wAuf+b//r9t/5dAPD/4/+O/6X+wf79/1P/eP4W/1f/pP+OAPAAPgDF/+r/EQCz//3/oP99/33/2f7T/zYBJAFbAKYAw/9G/23/sP56/v39AP6i/m3/yf6g/nH/fP/h/yj/Wf4d/uP98f2U/lj+jf2a/kH/e/9m/xz/r/65/mj/d/9m/+f+I/5P/iT/jv9Y/yD/W/8z/4n/4P8k/8f+F/+0/qH++P7O/tf+4P7W/v7+B//J/jr/n/+Q/7f/P/8I/w3/jv66/qH+n/4Y/8r++f4J/3D+P/50/sP+s/7S/gD/iv63/jn/EP+m/n7+nP56/pT+Kv8w/8f+gP5z/vL+Cv+U/tH++f5A/pv+0f4x/i3+d/6u/tX+Ev+I/uz9Dv4F/i7+ef49/mH+Zf4I/kP+fv4z/gb+VP73/ar9Ff4V/hv+Ev6M/on+Nf6K/jn+T/4W/sb9Iv4Z/if+Kv53/pD+Dv6A/t7+O/4E/hf++v2s/Z39qP35/RL+3f0h/uX9bf3C/Tv+Av7u/Qb+0P0a/rD+b/4q/t79o/0t/g7+Cv4Z/jj+tv6x/vj+h/4R/vr99v0//kD+J/6v/QL+jP7G/oT+Dv4C/gn+RP5l/gH+jP2g/aX9yf0l/uf9x/3g/Tb+Nf6w/b79u/2G/Y79xv2o/WL9Xv3J/Qv+yf1z/U39dv1B/VT9fP0y/Uj94f3Y/XD9+v3y/Yj9r/2k/Z39gP2a/YP9Z/2P/br95P3W/eP9rv2u/cP90v2Y/T39Ov0+/Uz9aP1H/Vv99f33/Yv9q/2M/VD9bP1U/Yb9ef2C/bT9yf3p/fH93f26/c/92v2c/Wb9Yv1j/Yf9z/3i/fT90/3F/eb9ov2n/cL9rP3Q/Sb+MP44/jj+CP4H/hr+9f3T/b39qP2R/ZH9qv3s/Sr+S/5a/kX+Hv7q/c39r/2v/dX9qv2f/QH+0v2p/cr92v31/Sv+Pf4//u39lv3d/bb9pv3N/cP9uP3c/d793P0J/hj+S/4g/ur9vv2q/a79r/3G/a39zf0F/hX+Hf45/mj+bf5e/ov+WP4v/h7+5v3S/bb92/3j/fj9B/4h/hT+PP5H/kD+Sf4V/hn++v3w/f39+v39/UD+Yv5j/oD+mv57/mD+Jf4M/jn+I/49/mL+cf55/ov+hv6X/pH+Z/5q/lb+Nf5W/oz+Xf5K/lT+Uv5t/p3+kP6I/pj+gf5s/nn+a/49/hb+Af70/fj9Ov5d/nr+8P5A/yH/Jv8Z/9/+rP61/ob+Kv44/ij+LP5p/oX+t/7w/gT/Hv8u/0H/K/8m/w//CP/8/rr+mP6K/qL+o/63/sP+2f4Q/y3/I/9F/0b/Hv8G//H+4P68/sL+sP63/sv+3f73/hX/Jf8d/xr/8f7Y/rL+n/6d/pb+n/67/u/+Fv9H/1D/L/8o/wb/4/7S/r3+lv6Z/rH+w/70/gz/Pv9t/3n/dP9r/0D/E/8N/wP///4a/xb/Ef8x/zr/Ov9D/1D/aP9T/zf/KP8H//X+7f7x/uz+2/7Q/uj+8f78/gv/FP8s/yT/PP9L/0f/Nf84/0n/U/9O/1P/T/9I/3b/f/+H/2r/Nv8h/xT/F/8l/xv/FP8e/zP/Vv9n/23/eP92/4D/kf97/1//Wf9E/zD/Sf9c/1D/Zf9v/2b/gP+O/5f/if+D/4T/dP9p/3n/e/9k/2j/ev+H/5H/lf+g/7L/nf+T/5z/hP9q/2v/af9v/3T/e/+G/4r/kf+Q/5L/lf+Q/5D/i/+E/4D/ff+F/3z/eP+B/4j/kP+O/5r/nf+Q/5r/o/+g/6L/kP+R/5H/iP+K/47/lP+Z/6P/qv+i/6P/pP+U/5n/lf+C/3j/ev92/3j/g/+D/5H/nv+j/6//r/+w/7L/vP+z/7P/uf+6/7X/s//E/8X/y//M/8j/w/+5/77/vv+1/7r/t/+9/8T/x//R/9D/1//h/+n/6v/k/9//1//Q/8n/xv+//77/wf/D/8T/z//T/8//0P/Q/8f/xv/I/7z/uv+6/7T/uv/F/8f/zf/W/9X/0//X/9L/0v/L/8P/vv+8/7r/t/+//8H/vv/I/87/0v/R/9D/0P/N/8n/xP/F/8X/xP/I/8z/z//T/9X/2//b/93/2//Y/9D/yv/L/8j/x//F/8L/yP/O/9P/1P/X/9r/2P/b/9n/1v/N/8n/y//F/8j/zv/R/9b/3P/h/+X/5//g/9//4f/d/9X/1v/S/8//0v/Y/9z/3f/l/+T/6f/s/+b/4P/b/9r/1//W/9j/2P/Y/9v/3//i/+X/5//q/+v/6//n/+L/4P/a/9n/1//V/9f/2f/b/93/4P/g/+L/4v/j/+T/4v/g/+H/3v/d/9v/2v/f/+L/6P/p/+n/6P/p/+n/5f/l/+T/3f/d/93/3f/i/+b/5//t//H/7//x//D/7f/s/+z/7P/p/+n/6f/r/+v/8P/1//n/+f/5//j/9P/x//L/7f/s/+v/6//p/+3/7v8=\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: [batch_y[0]]})\n",
    "audio = spectrogram2wav(mags[0])\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "real_audio = spectrogram2wav(batch_z[0])\n",
    "ipd.Audio(real_audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
